Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
#!unzip processed-celeba-small.zip

Archive:  processed-celeba-small.zip
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    num_workers=0
    transform = transforms.Compose([transforms.Resize(image_size), 
                                    transforms.ToTensor()])
    train_dataset = datasets.ImageFolder(data_dir, transform)
    train_loader = torch.utils.data.DataLoader(dataset=train_dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers)
    return train_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    #npimg = img.numpy()
    #plt.imshow(np.transpose(npimg, (1, 2, 0)))
    plt.imshow(img.permute(1, 2, 0))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    return x * (max - min) + min

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.9608)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.utils.spectral_norm(nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False))
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        self.conv5 = conv(conv_dim*8, 1, 4, 1, batch_norm=False)
        
        self.dropout = nn.Dropout(0.3)
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = self.conv1(x)
        x = F.leaky_relu(x, 0.2)
        x = self.dropout(x)
        x = self.conv2(x)
        x = F.leaky_relu(x, 0.2)
        x = self.dropout(x)
        x = self.conv3(x)
        x = F.leaky_relu(x, 0.2)
        x = self.dropout(x)
        x = self.conv4(x)
        x = F.leaky_relu(x, 0.2)
        x = self.conv5(x)
        x = x.view(-1,1)
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transpose convolutional layer, with optional batch normalization.
    """
    layers = []
    # append transpose conv layer
    layers.append(nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False))
    # optional batch norm layer
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        self.t_conv1 = deconv(conv_dim*16, conv_dim*8, 4)
        self.t_conv2 = deconv(conv_dim*8, conv_dim*4, 4)
        self.t_conv3 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv4 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv5 = deconv(conv_dim, 3, 4, batch_norm=False)
        
        self.fc = nn.Linear(z_size, conv_dim*16)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x = self.fc(x)
        x = x.view(-1, self.conv_dim*16, 1, 1)
        x = self.t_conv1(x)
        x = F.relu(x)
        x = self.t_conv2(x)
        x = F.relu(x)
        x = self.t_conv3(x)
        x = F.relu(x)
        x = self.t_conv4(x)
        x = F.relu(x)
        x = self.t_conv5(x)
        x = torch.tanh(x)
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    mean = 0.0
    std = 0.02
    # TODO: Apply initial weights to convolutional and linear layers
    if isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Conv2d) or isinstance(m, nn.Linear) or isinstance(m, nn.BatchNorm2d):
        m.weight.data.normal_(mean, std)
        if m.bias is not None:
            m.bias.data.zero_()
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 128
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(512, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv5): Sequential(
    (0): Conv2d(1024, 1, kernel_size=(4, 4), stride=(1, 1), padding=(1, 1), bias=False)
  )
  (dropout): Dropout(p=0.3, inplace=False)
)

Generator(
  (t_conv1): Sequential(
    (0): ConvTranspose2d(2048, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(1024, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv5): Sequential(
    (0): ConvTranspose2d(128, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (fc): Linear(in_features=100, out_features=2048, bias=True)
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    if smooth:
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size)
    labels = torch.ones(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.002
beta1=0.1
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):
        
        if (epoch+1) % 10 == 0:
            g_optimizer.param_groups[0]['lr'] /= 2
            d_optimizer.param_groups[0]['lr'] /= 2
            
        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            d_real_out = D(real_images)
            d_real_loss = real_loss(d_real_out, smooth=True)
            fake_z = torch.FloatTensor(batch_size, z_size).uniform_(-1, 1)
            if train_on_gpu:
                fake_z = fake_z.cuda()
            fake_images = G(fake_z)
            d_fake_out = D(fake_images)
            d_fake_loss = fake_loss(d_fake_out)
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            fake_z = torch.FloatTensor(batch_size, z_size).uniform_(-1, 1)
            if train_on_gpu:
                fake_z = fake_z.cuda()
            fake_images = G(fake_z)
            d_fake_out = D(fake_images)
            g_loss = real_loss(d_fake_out)
            g_loss.backward()
            g_optimizer.step()
            
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.3848 | g_loss: 0.7510
Epoch [    1/   50] | d_loss: 1.3114 | g_loss: 0.9348
Epoch [    1/   50] | d_loss: 1.3785 | g_loss: 0.7886
Epoch [    1/   50] | d_loss: 1.3710 | g_loss: 0.8517
Epoch [    1/   50] | d_loss: 1.3528 | g_loss: 0.8690
Epoch [    1/   50] | d_loss: 1.3816 | g_loss: 0.9407
Epoch [    1/   50] | d_loss: 1.3066 | g_loss: 1.0071
Epoch [    1/   50] | d_loss: 1.3649 | g_loss: 0.8865
Epoch [    1/   50] | d_loss: 1.3603 | g_loss: 1.2335
Epoch [    1/   50] | d_loss: 1.3337 | g_loss: 1.1284
Epoch [    1/   50] | d_loss: 1.4102 | g_loss: 0.9893
Epoch [    1/   50] | d_loss: 1.3354 | g_loss: 0.8922
Epoch [    1/   50] | d_loss: 1.3610 | g_loss: 0.8733
Epoch [    1/   50] | d_loss: 1.3286 | g_loss: 1.1463
Epoch [    1/   50] | d_loss: 1.3136 | g_loss: 0.9662
Epoch [    1/   50] | d_loss: 1.3153 | g_loss: 0.9688
Epoch [    1/   50] | d_loss: 1.3334 | g_loss: 0.8391
Epoch [    1/   50] | d_loss: 1.4275 | g_loss: 0.8217
Epoch [    1/   50] | d_loss: 1.3851 | g_loss: 0.8925
Epoch [    1/   50] | d_loss: 1.3621 | g_loss: 0.9050
Epoch [    1/   50] | d_loss: 1.2914 | g_loss: 1.0644
Epoch [    1/   50] | d_loss: 1.2705 | g_loss: 1.0190
Epoch [    1/   50] | d_loss: 1.3292 | g_loss: 0.8101
Epoch [    1/   50] | d_loss: 1.2876 | g_loss: 0.9956
Epoch [    1/   50] | d_loss: 1.3999 | g_loss: 0.8693
Epoch [    1/   50] | d_loss: 1.4369 | g_loss: 0.8032
Epoch [    1/   50] | d_loss: 1.3638 | g_loss: 1.2926
Epoch [    1/   50] | d_loss: 1.3058 | g_loss: 0.9540
Epoch [    1/   50] | d_loss: 1.2577 | g_loss: 0.9828
Epoch [    1/   50] | d_loss: 1.2850 | g_loss: 0.9829
Epoch [    1/   50] | d_loss: 1.3376 | g_loss: 0.8412
Epoch [    1/   50] | d_loss: 1.3002 | g_loss: 1.0587
Epoch [    1/   50] | d_loss: 1.3233 | g_loss: 0.9753
Epoch [    1/   50] | d_loss: 1.4687 | g_loss: 0.9317
Epoch [    1/   50] | d_loss: 1.3182 | g_loss: 0.8520
Epoch [    1/   50] | d_loss: 1.3992 | g_loss: 0.6891
Epoch [    1/   50] | d_loss: 1.2787 | g_loss: 0.9230
Epoch [    1/   50] | d_loss: 1.3076 | g_loss: 0.8316
Epoch [    1/   50] | d_loss: 1.4196 | g_loss: 0.8453
Epoch [    1/   50] | d_loss: 1.3284 | g_loss: 0.9163
Epoch [    1/   50] | d_loss: 1.2934 | g_loss: 1.1633
Epoch [    1/   50] | d_loss: 1.1855 | g_loss: 1.4415
Epoch [    1/   50] | d_loss: 1.2627 | g_loss: 1.0776
Epoch [    1/   50] | d_loss: 1.2073 | g_loss: 1.3815
Epoch [    1/   50] | d_loss: 1.3241 | g_loss: 0.9947
Epoch [    1/   50] | d_loss: 1.2283 | g_loss: 1.0580
Epoch [    1/   50] | d_loss: 1.2321 | g_loss: 1.1288
Epoch [    1/   50] | d_loss: 1.3564 | g_loss: 1.0582
Epoch [    1/   50] | d_loss: 1.1402 | g_loss: 0.9897
Epoch [    1/   50] | d_loss: 1.2252 | g_loss: 0.9749
Epoch [    1/   50] | d_loss: 1.4459 | g_loss: 1.1920
Epoch [    1/   50] | d_loss: 1.3143 | g_loss: 0.9235
Epoch [    1/   50] | d_loss: 1.3251 | g_loss: 1.3775
Epoch [    1/   50] | d_loss: 1.2252 | g_loss: 1.2484
Epoch [    1/   50] | d_loss: 1.2946 | g_loss: 1.2419
Epoch [    1/   50] | d_loss: 1.2483 | g_loss: 1.1983
Epoch [    1/   50] | d_loss: 1.4627 | g_loss: 0.6942
Epoch [    2/   50] | d_loss: 1.2489 | g_loss: 0.9899
Epoch [    2/   50] | d_loss: 1.3207 | g_loss: 1.7317
Epoch [    2/   50] | d_loss: 1.3397 | g_loss: 0.9221
Epoch [    2/   50] | d_loss: 1.1367 | g_loss: 1.0136
Epoch [    2/   50] | d_loss: 1.2862 | g_loss: 1.2217
Epoch [    2/   50] | d_loss: 1.3319 | g_loss: 1.2407
Epoch [    2/   50] | d_loss: 1.2522 | g_loss: 0.9911
Epoch [    2/   50] | d_loss: 1.2428 | g_loss: 0.9016
Epoch [    2/   50] | d_loss: 1.1780 | g_loss: 1.2053
Epoch [    2/   50] | d_loss: 1.2798 | g_loss: 1.4986
Epoch [    2/   50] | d_loss: 1.2301 | g_loss: 1.0030
Epoch [    2/   50] | d_loss: 1.0378 | g_loss: 0.8820
Epoch [    2/   50] | d_loss: 1.3569 | g_loss: 0.8346
Epoch [    2/   50] | d_loss: 1.2886 | g_loss: 0.9434
Epoch [    2/   50] | d_loss: 1.2960 | g_loss: 1.2380
Epoch [    2/   50] | d_loss: 1.2934 | g_loss: 1.1925
Epoch [    2/   50] | d_loss: 1.2575 | g_loss: 1.4822
Epoch [    2/   50] | d_loss: 1.1778 | g_loss: 1.1417
Epoch [    2/   50] | d_loss: 1.2944 | g_loss: 0.8538
Epoch [    2/   50] | d_loss: 1.2615 | g_loss: 0.8412
Epoch [    2/   50] | d_loss: 1.1938 | g_loss: 1.2981
Epoch [    2/   50] | d_loss: 1.1096 | g_loss: 1.2445
Epoch [    2/   50] | d_loss: 1.3959 | g_loss: 0.6435
Epoch [    2/   50] | d_loss: 1.2162 | g_loss: 1.5366
Epoch [    2/   50] | d_loss: 1.1572 | g_loss: 1.3913
Epoch [    2/   50] | d_loss: 1.0991 | g_loss: 1.4738
Epoch [    2/   50] | d_loss: 1.1200 | g_loss: 1.3665
Epoch [    2/   50] | d_loss: 1.1323 | g_loss: 1.3198
Epoch [    2/   50] | d_loss: 1.2669 | g_loss: 1.6782
Epoch [    2/   50] | d_loss: 1.3861 | g_loss: 1.4329
Epoch [    2/   50] | d_loss: 1.3665 | g_loss: 1.4210
Epoch [    2/   50] | d_loss: 1.4096 | g_loss: 1.0111
Epoch [    2/   50] | d_loss: 0.9871 | g_loss: 1.2457
Epoch [    2/   50] | d_loss: 1.1584 | g_loss: 1.1069
Epoch [    2/   50] | d_loss: 1.3104 | g_loss: 1.5477
Epoch [    2/   50] | d_loss: 1.4239 | g_loss: 0.8391
Epoch [    2/   50] | d_loss: 1.4190 | g_loss: 1.9621
Epoch [    2/   50] | d_loss: 1.0229 | g_loss: 0.9790
Epoch [    2/   50] | d_loss: 0.9542 | g_loss: 1.0214
Epoch [    2/   50] | d_loss: 1.0594 | g_loss: 1.2011
Epoch [    2/   50] | d_loss: 1.1453 | g_loss: 1.3609
Epoch [    2/   50] | d_loss: 1.1425 | g_loss: 1.1061
Epoch [    2/   50] | d_loss: 1.0879 | g_loss: 0.9448
Epoch [    2/   50] | d_loss: 1.2511 | g_loss: 0.6923
Epoch [    2/   50] | d_loss: 1.1692 | g_loss: 1.5060
Epoch [    2/   50] | d_loss: 1.4356 | g_loss: 1.5123
Epoch [    2/   50] | d_loss: 1.2372 | g_loss: 0.9195
Epoch [    2/   50] | d_loss: 1.0387 | g_loss: 1.0585
Epoch [    2/   50] | d_loss: 1.2973 | g_loss: 1.7195
Epoch [    2/   50] | d_loss: 1.0333 | g_loss: 1.0402
Epoch [    2/   50] | d_loss: 1.0529 | g_loss: 1.5501
Epoch [    2/   50] | d_loss: 1.2574 | g_loss: 1.7045
Epoch [    2/   50] | d_loss: 1.1520 | g_loss: 1.2964
Epoch [    2/   50] | d_loss: 1.1821 | g_loss: 1.1837
Epoch [    2/   50] | d_loss: 1.1159 | g_loss: 1.6719
Epoch [    2/   50] | d_loss: 1.0555 | g_loss: 0.7679
Epoch [    2/   50] | d_loss: 1.1228 | g_loss: 1.3686
Epoch [    3/   50] | d_loss: 1.2454 | g_loss: 1.9824
Epoch [    3/   50] | d_loss: 1.2298 | g_loss: 1.6050
Epoch [    3/   50] | d_loss: 1.2069 | g_loss: 1.2136
Epoch [    3/   50] | d_loss: 0.8890 | g_loss: 1.2561
Epoch [    3/   50] | d_loss: 1.1248 | g_loss: 1.6479
Epoch [    3/   50] | d_loss: 1.2265 | g_loss: 1.0415
Epoch [    3/   50] | d_loss: 1.0189 | g_loss: 2.1916
Epoch [    3/   50] | d_loss: 1.1067 | g_loss: 0.8812
Epoch [    3/   50] | d_loss: 1.2119 | g_loss: 1.6803
Epoch [    3/   50] | d_loss: 1.2046 | g_loss: 1.3818
Epoch [    3/   50] | d_loss: 0.9055 | g_loss: 1.4179
Epoch [    3/   50] | d_loss: 1.0914 | g_loss: 1.9277
Epoch [    3/   50] | d_loss: 1.2347 | g_loss: 2.0185
Epoch [    3/   50] | d_loss: 1.2813 | g_loss: 0.7407
Epoch [    3/   50] | d_loss: 1.0819 | g_loss: 1.7677
Epoch [    3/   50] | d_loss: 0.7859 | g_loss: 1.2416
Epoch [    3/   50] | d_loss: 1.1710 | g_loss: 0.8749
Epoch [    3/   50] | d_loss: 0.9740 | g_loss: 1.4789
Epoch [    3/   50] | d_loss: 1.3768 | g_loss: 1.0363
Epoch [    3/   50] | d_loss: 1.3254 | g_loss: 2.0751
Epoch [    3/   50] | d_loss: 1.0305 | g_loss: 1.6629
Epoch [    3/   50] | d_loss: 0.9121 | g_loss: 1.4316
Epoch [    3/   50] | d_loss: 1.0499 | g_loss: 1.1082
Epoch [    3/   50] | d_loss: 1.1093 | g_loss: 1.0534
Epoch [    3/   50] | d_loss: 0.9540 | g_loss: 1.1905
Epoch [    3/   50] | d_loss: 1.0828 | g_loss: 1.4395
Epoch [    3/   50] | d_loss: 1.1630 | g_loss: 1.7245
Epoch [    3/   50] | d_loss: 1.1595 | g_loss: 2.3464
Epoch [    3/   50] | d_loss: 1.0747 | g_loss: 0.5864
Epoch [    3/   50] | d_loss: 0.9856 | g_loss: 1.3837
Epoch [    3/   50] | d_loss: 0.9963 | g_loss: 1.6514
Epoch [    3/   50] | d_loss: 1.0396 | g_loss: 2.4605
Epoch [    3/   50] | d_loss: 1.5408 | g_loss: 1.2223
Epoch [    3/   50] | d_loss: 1.0183 | g_loss: 1.3938
Epoch [    3/   50] | d_loss: 1.5378 | g_loss: 2.7994
Epoch [    3/   50] | d_loss: 1.2956 | g_loss: 1.0106
Epoch [    3/   50] | d_loss: 1.1975 | g_loss: 1.9278
Epoch [    3/   50] | d_loss: 1.1829 | g_loss: 0.8700
Epoch [    3/   50] | d_loss: 0.8686 | g_loss: 0.7879
Epoch [    3/   50] | d_loss: 0.9854 | g_loss: 1.2118
Epoch [    3/   50] | d_loss: 1.3065 | g_loss: 2.6424
Epoch [    3/   50] | d_loss: 1.0349 | g_loss: 1.3976
Epoch [    3/   50] | d_loss: 1.0918 | g_loss: 1.7275
Epoch [    3/   50] | d_loss: 1.1843 | g_loss: 2.0377
Epoch [    3/   50] | d_loss: 1.1257 | g_loss: 1.2622
Epoch [    3/   50] | d_loss: 1.2270 | g_loss: 2.2776
Epoch [    3/   50] | d_loss: 1.0077 | g_loss: 1.6706
Epoch [    3/   50] | d_loss: 0.9107 | g_loss: 0.8886
Epoch [    3/   50] | d_loss: 1.2999 | g_loss: 0.7301
Epoch [    3/   50] | d_loss: 1.0627 | g_loss: 1.4057
Epoch [    3/   50] | d_loss: 0.9849 | g_loss: 1.0154
Epoch [    3/   50] | d_loss: 1.1758 | g_loss: 1.1902
Epoch [    3/   50] | d_loss: 1.0851 | g_loss: 1.8815
Epoch [    3/   50] | d_loss: 1.5479 | g_loss: 0.8542
Epoch [    3/   50] | d_loss: 1.0176 | g_loss: 1.3508
Epoch [    3/   50] | d_loss: 1.0499 | g_loss: 1.1496
Epoch [    3/   50] | d_loss: 1.0470 | g_loss: 1.9292
Epoch [    4/   50] | d_loss: 0.8543 | g_loss: 1.6368
Epoch [    4/   50] | d_loss: 1.0051 | g_loss: 2.0392
Epoch [    4/   50] | d_loss: 0.9758 | g_loss: 1.7431
Epoch [    4/   50] | d_loss: 0.7694 | g_loss: 2.0864
Epoch [    4/   50] | d_loss: 0.9483 | g_loss: 1.5111
Epoch [    4/   50] | d_loss: 0.7364 | g_loss: 1.9895
Epoch [    4/   50] | d_loss: 0.8855 | g_loss: 1.2107
Epoch [    4/   50] | d_loss: 0.8905 | g_loss: 1.6700
Epoch [    4/   50] | d_loss: 0.8003 | g_loss: 1.1776
Epoch [    4/   50] | d_loss: 0.7160 | g_loss: 2.1976
Epoch [    4/   50] | d_loss: 0.7784 | g_loss: 1.5075
Epoch [    4/   50] | d_loss: 0.8873 | g_loss: 1.5239
Epoch [    4/   50] | d_loss: 1.1243 | g_loss: 0.4940
Epoch [    4/   50] | d_loss: 0.8351 | g_loss: 0.8758
Epoch [    4/   50] | d_loss: 0.7730 | g_loss: 0.9416
Epoch [    4/   50] | d_loss: 0.7086 | g_loss: 1.6678
Epoch [    4/   50] | d_loss: 0.7925 | g_loss: 1.1620
Epoch [    4/   50] | d_loss: 0.9801 | g_loss: 1.4638
Epoch [    4/   50] | d_loss: 1.4397 | g_loss: 0.8611
Epoch [    4/   50] | d_loss: 1.0519 | g_loss: 2.4315
Epoch [    4/   50] | d_loss: 0.8465 | g_loss: 1.7666
Epoch [    4/   50] | d_loss: 1.4849 | g_loss: 2.5458
Epoch [    4/   50] | d_loss: 0.9063 | g_loss: 1.2454
Epoch [    4/   50] | d_loss: 1.5319 | g_loss: 3.4989
Epoch [    4/   50] | d_loss: 1.1810 | g_loss: 0.7606
Epoch [    4/   50] | d_loss: 0.7429 | g_loss: 2.1767
Epoch [    4/   50] | d_loss: 1.0016 | g_loss: 1.8033
Epoch [    4/   50] | d_loss: 1.0490 | g_loss: 2.2147
Epoch [    4/   50] | d_loss: 0.6369 | g_loss: 1.5391
Epoch [    4/   50] | d_loss: 1.0466 | g_loss: 0.7186
Epoch [    4/   50] | d_loss: 1.0880 | g_loss: 1.9968
Epoch [    4/   50] | d_loss: 0.7665 | g_loss: 1.7378
Epoch [    4/   50] | d_loss: 1.0247 | g_loss: 2.6841
Epoch [    4/   50] | d_loss: 0.8508 | g_loss: 1.8710
Epoch [    4/   50] | d_loss: 0.9949 | g_loss: 1.3139
Epoch [    4/   50] | d_loss: 0.9369 | g_loss: 1.9983
Epoch [    4/   50] | d_loss: 0.7248 | g_loss: 1.2921
Epoch [    4/   50] | d_loss: 0.8065 | g_loss: 1.9094
Epoch [    4/   50] | d_loss: 0.9984 | g_loss: 0.9897
Epoch [    4/   50] | d_loss: 1.2408 | g_loss: 2.0488
Epoch [    4/   50] | d_loss: 0.5514 | g_loss: 1.4874
Epoch [    4/   50] | d_loss: 0.9012 | g_loss: 2.9797
Epoch [    4/   50] | d_loss: 1.1693 | g_loss: 2.3852
Epoch [    4/   50] | d_loss: 0.6514 | g_loss: 1.8117
Epoch [    4/   50] | d_loss: 0.6745 | g_loss: 1.8380
Epoch [    4/   50] | d_loss: 1.0783 | g_loss: 1.3737
Epoch [    4/   50] | d_loss: 1.0827 | g_loss: 2.7298
Epoch [    4/   50] | d_loss: 0.8746 | g_loss: 1.6720
Epoch [    4/   50] | d_loss: 0.8439 | g_loss: 1.4993
Epoch [    4/   50] | d_loss: 0.7410 | g_loss: 1.4870
Epoch [    4/   50] | d_loss: 0.9858 | g_loss: 2.2449
Epoch [    4/   50] | d_loss: 1.3367 | g_loss: 0.9104
Epoch [    4/   50] | d_loss: 0.7993 | g_loss: 1.0446
Epoch [    4/   50] | d_loss: 0.8494 | g_loss: 2.4959
Epoch [    4/   50] | d_loss: 1.3620 | g_loss: 0.8981
Epoch [    4/   50] | d_loss: 1.0365 | g_loss: 2.4512
Epoch [    4/   50] | d_loss: 1.0324 | g_loss: 1.1503
Epoch [    5/   50] | d_loss: 1.7287 | g_loss: 2.3451
Epoch [    5/   50] | d_loss: 1.2414 | g_loss: 0.3500
Epoch [    5/   50] | d_loss: 1.5775 | g_loss: 3.4541
Epoch [    5/   50] | d_loss: 0.7994 | g_loss: 1.2857
Epoch [    5/   50] | d_loss: 0.9307 | g_loss: 1.5714
Epoch [    5/   50] | d_loss: 0.9830 | g_loss: 1.1139
Epoch [    5/   50] | d_loss: 0.8716 | g_loss: 1.5552
Epoch [    5/   50] | d_loss: 0.8529 | g_loss: 0.7617
Epoch [    5/   50] | d_loss: 0.5740 | g_loss: 1.5870
Epoch [    5/   50] | d_loss: 0.8466 | g_loss: 1.0964
Epoch [    5/   50] | d_loss: 0.5741 | g_loss: 1.4224
Epoch [    5/   50] | d_loss: 0.9391 | g_loss: 1.1315
Epoch [    5/   50] | d_loss: 0.8996 | g_loss: 1.1288
Epoch [    5/   50] | d_loss: 1.2590 | g_loss: 1.2277
Epoch [    5/   50] | d_loss: 0.9496 | g_loss: 1.9755
Epoch [    5/   50] | d_loss: 0.8291 | g_loss: 2.0417
Epoch [    5/   50] | d_loss: 0.8918 | g_loss: 1.0163
Epoch [    5/   50] | d_loss: 0.7314 | g_loss: 1.2330
Epoch [    5/   50] | d_loss: 1.0128 | g_loss: 1.3329
Epoch [    5/   50] | d_loss: 1.1133 | g_loss: 2.4160
Epoch [    5/   50] | d_loss: 1.2783 | g_loss: 0.7728
Epoch [    5/   50] | d_loss: 1.6194 | g_loss: 3.0211
Epoch [    5/   50] | d_loss: 0.8260 | g_loss: 1.5893
Epoch [    5/   50] | d_loss: 0.5454 | g_loss: 2.1284
Epoch [    5/   50] | d_loss: 1.1132 | g_loss: 0.7124
Epoch [    5/   50] | d_loss: 0.7631 | g_loss: 1.3446
Epoch [    5/   50] | d_loss: 0.8046 | g_loss: 0.8846
Epoch [    5/   50] | d_loss: 1.0317 | g_loss: 1.2274
Epoch [    5/   50] | d_loss: 1.2455 | g_loss: 2.8780
Epoch [    5/   50] | d_loss: 0.6643 | g_loss: 1.3765
Epoch [    5/   50] | d_loss: 1.2871 | g_loss: 2.0055
Epoch [    5/   50] | d_loss: 1.1686 | g_loss: 3.4523
Epoch [    5/   50] | d_loss: 0.7995 | g_loss: 2.4120
Epoch [    5/   50] | d_loss: 1.1657 | g_loss: 3.0568
Epoch [    5/   50] | d_loss: 0.7870 | g_loss: 1.9882
Epoch [    5/   50] | d_loss: 0.7722 | g_loss: 2.1580
Epoch [    5/   50] | d_loss: 1.0695 | g_loss: 1.4613
Epoch [    5/   50] | d_loss: 1.1606 | g_loss: 1.9628
Epoch [    5/   50] | d_loss: 0.9129 | g_loss: 2.3865
Epoch [    5/   50] | d_loss: 0.6999 | g_loss: 1.6309
Epoch [    5/   50] | d_loss: 1.0957 | g_loss: 1.3574
Epoch [    5/   50] | d_loss: 0.7671 | g_loss: 3.3544
Epoch [    5/   50] | d_loss: 0.7450 | g_loss: 1.4424
Epoch [    5/   50] | d_loss: 1.4000 | g_loss: 2.3669
Epoch [    5/   50] | d_loss: 0.9381 | g_loss: 1.7701
Epoch [    5/   50] | d_loss: 0.6934 | g_loss: 1.5377
Epoch [    5/   50] | d_loss: 0.6773 | g_loss: 1.9198
Epoch [    5/   50] | d_loss: 0.8807 | g_loss: 1.5349
Epoch [    5/   50] | d_loss: 1.0765 | g_loss: 2.4510
Epoch [    5/   50] | d_loss: 0.9822 | g_loss: 1.7135
Epoch [    5/   50] | d_loss: 1.0308 | g_loss: 0.6783
Epoch [    5/   50] | d_loss: 0.7058 | g_loss: 2.5341
Epoch [    5/   50] | d_loss: 0.9850 | g_loss: 1.4482
Epoch [    5/   50] | d_loss: 1.0258 | g_loss: 2.3757
Epoch [    5/   50] | d_loss: 0.5359 | g_loss: 1.5550
Epoch [    5/   50] | d_loss: 0.9558 | g_loss: 0.9768
Epoch [    5/   50] | d_loss: 0.8841 | g_loss: 2.2967
Epoch [    6/   50] | d_loss: 0.5450 | g_loss: 1.6318
Epoch [    6/   50] | d_loss: 0.5405 | g_loss: 2.1687
Epoch [    6/   50] | d_loss: 1.2165 | g_loss: 1.2646
Epoch [    6/   50] | d_loss: 0.9906 | g_loss: 2.2194
Epoch [    6/   50] | d_loss: 0.9209 | g_loss: 1.7795
Epoch [    6/   50] | d_loss: 0.7625 | g_loss: 2.3464
Epoch [    6/   50] | d_loss: 0.9993 | g_loss: 0.6546
Epoch [    6/   50] | d_loss: 0.9910 | g_loss: 0.8414
Epoch [    6/   50] | d_loss: 1.0846 | g_loss: 2.4326
Epoch [    6/   50] | d_loss: 0.7311 | g_loss: 2.5480
Epoch [    6/   50] | d_loss: 0.9794 | g_loss: 1.1633
Epoch [    6/   50] | d_loss: 1.2170 | g_loss: 3.1010
Epoch [    6/   50] | d_loss: 0.9373 | g_loss: 2.3397
Epoch [    6/   50] | d_loss: 0.4985 | g_loss: 1.5054
Epoch [    6/   50] | d_loss: 0.9181 | g_loss: 2.0651
Epoch [    6/   50] | d_loss: 0.7254 | g_loss: 2.4059
Epoch [    6/   50] | d_loss: 0.7089 | g_loss: 2.3748
Epoch [    6/   50] | d_loss: 0.6546 | g_loss: 2.4637
Epoch [    6/   50] | d_loss: 0.8338 | g_loss: 1.4589
Epoch [    6/   50] | d_loss: 0.6565 | g_loss: 1.7458
Epoch [    6/   50] | d_loss: 1.0555 | g_loss: 2.0436
Epoch [    6/   50] | d_loss: 0.6131 | g_loss: 1.8821
Epoch [    6/   50] | d_loss: 0.9614 | g_loss: 1.3336
Epoch [    6/   50] | d_loss: 1.3528 | g_loss: 1.2322
Epoch [    6/   50] | d_loss: 1.3686 | g_loss: 3.1737
Epoch [    6/   50] | d_loss: 0.9002 | g_loss: 0.6988
Epoch [    6/   50] | d_loss: 0.5529 | g_loss: 1.0990
Epoch [    6/   50] | d_loss: 0.8567 | g_loss: 2.2934
Epoch [    6/   50] | d_loss: 0.9783 | g_loss: 1.4379
Epoch [    6/   50] | d_loss: 1.0871 | g_loss: 1.0588
Epoch [    6/   50] | d_loss: 1.2265 | g_loss: 1.0552
Epoch [    6/   50] | d_loss: 0.5841 | g_loss: 2.1036
Epoch [    6/   50] | d_loss: 0.6451 | g_loss: 2.3458
Epoch [    6/   50] | d_loss: 0.8455 | g_loss: 2.0127
Epoch [    6/   50] | d_loss: 0.5804 | g_loss: 1.1726
Epoch [    6/   50] | d_loss: 0.4714 | g_loss: 1.9273
Epoch [    6/   50] | d_loss: 0.5223 | g_loss: 2.0011
Epoch [    6/   50] | d_loss: 0.7746 | g_loss: 1.3142
Epoch [    6/   50] | d_loss: 0.7906 | g_loss: 1.0081
Epoch [    6/   50] | d_loss: 0.6762 | g_loss: 2.1907
Epoch [    6/   50] | d_loss: 1.0318 | g_loss: 3.3543
Epoch [    6/   50] | d_loss: 0.6618 | g_loss: 2.1502
Epoch [    6/   50] | d_loss: 0.7897 | g_loss: 1.4013
Epoch [    6/   50] | d_loss: 0.4935 | g_loss: 1.4261
Epoch [    6/   50] | d_loss: 0.6190 | g_loss: 0.9550
Epoch [    6/   50] | d_loss: 0.7920 | g_loss: 2.3670
Epoch [    6/   50] | d_loss: 0.8081 | g_loss: 2.3643
Epoch [    6/   50] | d_loss: 0.8034 | g_loss: 1.9698
Epoch [    6/   50] | d_loss: 0.2940 | g_loss: 2.7042
Epoch [    6/   50] | d_loss: 0.5940 | g_loss: 1.9813
Epoch [    6/   50] | d_loss: 0.5482 | g_loss: 1.8666
Epoch [    6/   50] | d_loss: 1.3241 | g_loss: 0.6415
Epoch [    6/   50] | d_loss: 0.6192 | g_loss: 2.6829
Epoch [    6/   50] | d_loss: 0.9590 | g_loss: 2.3378
Epoch [    6/   50] | d_loss: 0.5666 | g_loss: 2.8724
Epoch [    6/   50] | d_loss: 1.2045 | g_loss: 3.1117
Epoch [    6/   50] | d_loss: 1.0188 | g_loss: 3.5590
Epoch [    7/   50] | d_loss: 0.6162 | g_loss: 2.6406
Epoch [    7/   50] | d_loss: 0.3203 | g_loss: 1.6700
Epoch [    7/   50] | d_loss: 0.5749 | g_loss: 1.2855
Epoch [    7/   50] | d_loss: 0.7626 | g_loss: 2.3829
Epoch [    7/   50] | d_loss: 0.9305 | g_loss: 2.4959
Epoch [    7/   50] | d_loss: 0.6306 | g_loss: 2.2784
Epoch [    7/   50] | d_loss: 1.0986 | g_loss: 1.0957
Epoch [    7/   50] | d_loss: 0.7932 | g_loss: 0.7258
Epoch [    7/   50] | d_loss: 0.5768 | g_loss: 2.5206
Epoch [    7/   50] | d_loss: 0.7326 | g_loss: 2.0036
Epoch [    7/   50] | d_loss: 0.5536 | g_loss: 1.2793
Epoch [    7/   50] | d_loss: 0.8377 | g_loss: 2.0975
Epoch [    7/   50] | d_loss: 0.8017 | g_loss: 1.4913
Epoch [    7/   50] | d_loss: 1.2624 | g_loss: 3.4893
Epoch [    7/   50] | d_loss: 0.8686 | g_loss: 2.8595
Epoch [    7/   50] | d_loss: 0.9524 | g_loss: 0.9686
Epoch [    7/   50] | d_loss: 0.4248 | g_loss: 2.1760
Epoch [    7/   50] | d_loss: 0.5235 | g_loss: 1.6202
Epoch [    7/   50] | d_loss: 0.7283 | g_loss: 1.3590
Epoch [    7/   50] | d_loss: 1.1929 | g_loss: 1.3172
Epoch [    7/   50] | d_loss: 1.0093 | g_loss: 2.9547
Epoch [    7/   50] | d_loss: 0.7776 | g_loss: 0.6815
Epoch [    7/   50] | d_loss: 0.5894 | g_loss: 1.6043
Epoch [    7/   50] | d_loss: 0.7821 | g_loss: 2.1862
Epoch [    7/   50] | d_loss: 0.7945 | g_loss: 1.3384
Epoch [    7/   50] | d_loss: 0.4932 | g_loss: 1.7804
Epoch [    7/   50] | d_loss: 1.2013 | g_loss: 0.6672
Epoch [    7/   50] | d_loss: 0.6228 | g_loss: 1.8570
Epoch [    7/   50] | d_loss: 0.4606 | g_loss: 1.7824
Epoch [    7/   50] | d_loss: 1.3140 | g_loss: 2.4466
Epoch [    7/   50] | d_loss: 0.7657 | g_loss: 2.0842
Epoch [    7/   50] | d_loss: 0.7438 | g_loss: 2.4517
Epoch [    7/   50] | d_loss: 0.8544 | g_loss: 1.7587
Epoch [    7/   50] | d_loss: 0.6621 | g_loss: 3.4227
Epoch [    7/   50] | d_loss: 0.4817 | g_loss: 1.6582
Epoch [    7/   50] | d_loss: 0.5560 | g_loss: 1.7875
Epoch [    7/   50] | d_loss: 0.5484 | g_loss: 2.3681
Epoch [    7/   50] | d_loss: 0.9878 | g_loss: 1.3063
Epoch [    7/   50] | d_loss: 0.2462 | g_loss: 1.8275
Epoch [    7/   50] | d_loss: 0.9131 | g_loss: 1.3064
Epoch [    7/   50] | d_loss: 0.7268 | g_loss: 1.6246
Epoch [    7/   50] | d_loss: 0.6733 | g_loss: 3.0521
Epoch [    7/   50] | d_loss: 0.6280 | g_loss: 1.2650
Epoch [    7/   50] | d_loss: 1.0710 | g_loss: 1.8959
Epoch [    7/   50] | d_loss: 0.6438 | g_loss: 1.4340
Epoch [    7/   50] | d_loss: 1.0543 | g_loss: 1.8214
Epoch [    7/   50] | d_loss: 0.9274 | g_loss: 2.2108
Epoch [    7/   50] | d_loss: 0.9993 | g_loss: 0.9515
Epoch [    7/   50] | d_loss: 1.4958 | g_loss: 1.4852
Epoch [    7/   50] | d_loss: 0.6689 | g_loss: 1.8114
Epoch [    7/   50] | d_loss: 0.7136 | g_loss: 2.8754
Epoch [    7/   50] | d_loss: 0.9728 | g_loss: 0.9553
Epoch [    7/   50] | d_loss: 0.5864 | g_loss: 1.3126
Epoch [    7/   50] | d_loss: 1.1601 | g_loss: 2.9700
Epoch [    7/   50] | d_loss: 1.3306 | g_loss: 0.4020
Epoch [    7/   50] | d_loss: 0.4937 | g_loss: 0.8878
Epoch [    7/   50] | d_loss: 0.7377 | g_loss: 1.7774
Epoch [    8/   50] | d_loss: 0.9601 | g_loss: 2.4926
Epoch [    8/   50] | d_loss: 0.9667 | g_loss: 1.9693
Epoch [    8/   50] | d_loss: 0.6603 | g_loss: 2.3710
Epoch [    8/   50] | d_loss: 0.9002 | g_loss: 2.3514
Epoch [    8/   50] | d_loss: 0.9200 | g_loss: 0.9542
Epoch [    8/   50] | d_loss: 0.6758 | g_loss: 1.4324
Epoch [    8/   50] | d_loss: 0.9838 | g_loss: 3.9317
Epoch [    8/   50] | d_loss: 1.8359 | g_loss: 4.4339
Epoch [    8/   50] | d_loss: 1.4794 | g_loss: 2.7427
Epoch [    8/   50] | d_loss: 0.7563 | g_loss: 0.7605
Epoch [    8/   50] | d_loss: 1.0013 | g_loss: 1.2125
Epoch [    8/   50] | d_loss: 0.9240 | g_loss: 1.9621
Epoch [    8/   50] | d_loss: 0.4596 | g_loss: 1.7393
Epoch [    8/   50] | d_loss: 0.7098 | g_loss: 3.2404
Epoch [    8/   50] | d_loss: 0.8748 | g_loss: 2.4933
Epoch [    8/   50] | d_loss: 0.5464 | g_loss: 2.6513
Epoch [    8/   50] | d_loss: 1.4572 | g_loss: 1.8782
Epoch [    8/   50] | d_loss: 1.3977 | g_loss: 4.0851
Epoch [    8/   50] | d_loss: 0.6230 | g_loss: 0.8597
Epoch [    8/   50] | d_loss: 0.4410 | g_loss: 0.8755
Epoch [    8/   50] | d_loss: 0.3749 | g_loss: 3.6036
Epoch [    8/   50] | d_loss: 0.5371 | g_loss: 0.7582
Epoch [    8/   50] | d_loss: 0.6097 | g_loss: 1.7027
Epoch [    8/   50] | d_loss: 1.2128 | g_loss: 1.4286
Epoch [    8/   50] | d_loss: 0.7287 | g_loss: 1.1290
Epoch [    8/   50] | d_loss: 0.4576 | g_loss: 1.3268
Epoch [    8/   50] | d_loss: 0.6956 | g_loss: 2.2342
Epoch [    8/   50] | d_loss: 0.5555 | g_loss: 2.2306
Epoch [    8/   50] | d_loss: 1.1350 | g_loss: 0.6955
Epoch [    8/   50] | d_loss: 0.9522 | g_loss: 3.1569
Epoch [    8/   50] | d_loss: 1.4229 | g_loss: 1.0628
Epoch [    8/   50] | d_loss: 0.3469 | g_loss: 1.8259
Epoch [    8/   50] | d_loss: 1.0393 | g_loss: 3.1670
Epoch [    8/   50] | d_loss: 1.0206 | g_loss: 3.4924
Epoch [    8/   50] | d_loss: 0.5382 | g_loss: 1.2692
Epoch [    8/   50] | d_loss: 1.0529 | g_loss: 2.9420
Epoch [    8/   50] | d_loss: 0.7257 | g_loss: 2.5552
Epoch [    8/   50] | d_loss: 0.5895 | g_loss: 3.1344
Epoch [    8/   50] | d_loss: 0.9422 | g_loss: 1.4057
Epoch [    8/   50] | d_loss: 0.7321 | g_loss: 2.2688
Epoch [    8/   50] | d_loss: 0.7137 | g_loss: 1.8624
Epoch [    8/   50] | d_loss: 1.7734 | g_loss: 1.0371
Epoch [    8/   50] | d_loss: 0.6377 | g_loss: 2.5730
Epoch [    8/   50] | d_loss: 0.4773 | g_loss: 2.1361
Epoch [    8/   50] | d_loss: 0.9538 | g_loss: 3.5109
Epoch [    8/   50] | d_loss: 0.7736 | g_loss: 2.7453
Epoch [    8/   50] | d_loss: 1.1968 | g_loss: 0.7275
Epoch [    8/   50] | d_loss: 0.7887 | g_loss: 1.7884
Epoch [    8/   50] | d_loss: 0.9126 | g_loss: 2.8537
Epoch [    8/   50] | d_loss: 0.4034 | g_loss: 2.0568
Epoch [    8/   50] | d_loss: 0.9372 | g_loss: 1.8471
Epoch [    8/   50] | d_loss: 0.6605 | g_loss: 2.8077
Epoch [    8/   50] | d_loss: 0.6458 | g_loss: 1.2031
Epoch [    8/   50] | d_loss: 1.3215 | g_loss: 3.7376
Epoch [    8/   50] | d_loss: 1.5192 | g_loss: 3.7357
Epoch [    8/   50] | d_loss: 0.9761 | g_loss: 2.4834
Epoch [    8/   50] | d_loss: 0.5027 | g_loss: 1.8577
Epoch [    9/   50] | d_loss: 1.1190 | g_loss: 3.6171
Epoch [    9/   50] | d_loss: 0.9630 | g_loss: 1.0434
Epoch [    9/   50] | d_loss: 0.7069 | g_loss: 1.4405
Epoch [    9/   50] | d_loss: 0.8895 | g_loss: 4.3841
Epoch [    9/   50] | d_loss: 0.7855 | g_loss: 2.3113
Epoch [    9/   50] | d_loss: 0.8861 | g_loss: 3.8459
Epoch [    9/   50] | d_loss: 0.7994 | g_loss: 3.6964
Epoch [    9/   50] | d_loss: 0.4840 | g_loss: 1.8994
Epoch [    9/   50] | d_loss: 0.7551 | g_loss: 0.9936
Epoch [    9/   50] | d_loss: 0.5809 | g_loss: 2.2185
Epoch [    9/   50] | d_loss: 0.9292 | g_loss: 1.5091
Epoch [    9/   50] | d_loss: 0.8107 | g_loss: 2.9658
Epoch [    9/   50] | d_loss: 0.5096 | g_loss: 1.3219
Epoch [    9/   50] | d_loss: 0.5772 | g_loss: 1.5152
Epoch [    9/   50] | d_loss: 1.2908 | g_loss: 4.2269
Epoch [    9/   50] | d_loss: 0.4940 | g_loss: 2.0535
Epoch [    9/   50] | d_loss: 0.7476 | g_loss: 2.3912
Epoch [    9/   50] | d_loss: 0.5809 | g_loss: 1.6381
Epoch [    9/   50] | d_loss: 0.9259 | g_loss: 1.8420
Epoch [    9/   50] | d_loss: 0.6974 | g_loss: 3.1277
Epoch [    9/   50] | d_loss: 1.2079 | g_loss: 0.3722
Epoch [    9/   50] | d_loss: 0.5005 | g_loss: 1.6978
Epoch [    9/   50] | d_loss: 0.8098 | g_loss: 3.0014
Epoch [    9/   50] | d_loss: 0.3465 | g_loss: 2.9949
Epoch [    9/   50] | d_loss: 0.6921 | g_loss: 2.0367
Epoch [    9/   50] | d_loss: 0.6856 | g_loss: 1.1514
Epoch [    9/   50] | d_loss: 0.7121 | g_loss: 3.8360
Epoch [    9/   50] | d_loss: 0.4787 | g_loss: 1.0641
Epoch [    9/   50] | d_loss: 0.6126 | g_loss: 3.1820
Epoch [    9/   50] | d_loss: 0.6097 | g_loss: 1.8435
Epoch [    9/   50] | d_loss: 0.4739 | g_loss: 1.0649
Epoch [    9/   50] | d_loss: 1.0168 | g_loss: 5.1495
Epoch [    9/   50] | d_loss: 0.6090 | g_loss: 1.6028
Epoch [    9/   50] | d_loss: 0.5232 | g_loss: 0.9115
Epoch [    9/   50] | d_loss: 0.7742 | g_loss: 1.1680
Epoch [    9/   50] | d_loss: 0.7098 | g_loss: 1.8051
Epoch [    9/   50] | d_loss: 1.8007 | g_loss: 5.1034
Epoch [    9/   50] | d_loss: 0.6246 | g_loss: 2.5159
Epoch [    9/   50] | d_loss: 0.8283 | g_loss: 1.0181
Epoch [    9/   50] | d_loss: 0.8665 | g_loss: 0.8792
Epoch [    9/   50] | d_loss: 1.0442 | g_loss: 3.2587
Epoch [    9/   50] | d_loss: 0.3519 | g_loss: 1.8771
Epoch [    9/   50] | d_loss: 1.1802 | g_loss: 1.5690
Epoch [    9/   50] | d_loss: 0.7710 | g_loss: 2.4258
Epoch [    9/   50] | d_loss: 0.5722 | g_loss: 1.7910
Epoch [    9/   50] | d_loss: 0.4615 | g_loss: 2.6542
Epoch [    9/   50] | d_loss: 0.4707 | g_loss: 2.2538
Epoch [    9/   50] | d_loss: 1.2906 | g_loss: 4.2527
Epoch [    9/   50] | d_loss: 0.4359 | g_loss: 3.5047
Epoch [    9/   50] | d_loss: 0.2117 | g_loss: 3.2290
Epoch [    9/   50] | d_loss: 0.3585 | g_loss: 1.7405
Epoch [    9/   50] | d_loss: 0.6096 | g_loss: 2.3708
Epoch [    9/   50] | d_loss: 0.4524 | g_loss: 2.4491
Epoch [    9/   50] | d_loss: 0.6900 | g_loss: 1.1250
Epoch [    9/   50] | d_loss: 0.7418 | g_loss: 1.1415
Epoch [    9/   50] | d_loss: 1.0075 | g_loss: 0.9598
Epoch [    9/   50] | d_loss: 0.4249 | g_loss: 3.7403
Epoch [   10/   50] | d_loss: 0.7087 | g_loss: 2.1474
Epoch [   10/   50] | d_loss: 0.8874 | g_loss: 2.2732
Epoch [   10/   50] | d_loss: 0.3111 | g_loss: 1.5276
Epoch [   10/   50] | d_loss: 0.3327 | g_loss: 2.7838
Epoch [   10/   50] | d_loss: 0.3945 | g_loss: 1.9701
Epoch [   10/   50] | d_loss: 0.6120 | g_loss: 1.5501
Epoch [   10/   50] | d_loss: 0.4139 | g_loss: 2.1098
Epoch [   10/   50] | d_loss: 0.2401 | g_loss: 2.1146
Epoch [   10/   50] | d_loss: 0.6745 | g_loss: 1.3975
Epoch [   10/   50] | d_loss: 1.0353 | g_loss: 4.3850
Epoch [   10/   50] | d_loss: 0.6643 | g_loss: 0.8580
Epoch [   10/   50] | d_loss: 0.3888 | g_loss: 2.2859
Epoch [   10/   50] | d_loss: 0.5752 | g_loss: 1.6742
Epoch [   10/   50] | d_loss: 0.4750 | g_loss: 2.3039
Epoch [   10/   50] | d_loss: 0.7733 | g_loss: 2.1795
Epoch [   10/   50] | d_loss: 0.5162 | g_loss: 2.4451
Epoch [   10/   50] | d_loss: 0.5284 | g_loss: 0.7580
Epoch [   10/   50] | d_loss: 1.1471 | g_loss: 3.6236
Epoch [   10/   50] | d_loss: 0.7759 | g_loss: 3.0156
Epoch [   10/   50] | d_loss: 0.5442 | g_loss: 1.9103
Epoch [   10/   50] | d_loss: 1.0030 | g_loss: 1.0392
Epoch [   10/   50] | d_loss: 0.8471 | g_loss: 3.1924
Epoch [   10/   50] | d_loss: 0.3442 | g_loss: 2.5578
Epoch [   10/   50] | d_loss: 0.8046 | g_loss: 3.9280
Epoch [   10/   50] | d_loss: 0.5501 | g_loss: 3.8061
Epoch [   10/   50] | d_loss: 0.3037 | g_loss: 0.3546
Epoch [   10/   50] | d_loss: 0.4325 | g_loss: 1.5160
Epoch [   10/   50] | d_loss: 0.5374 | g_loss: 2.5279
Epoch [   10/   50] | d_loss: 0.3979 | g_loss: 1.3157
Epoch [   10/   50] | d_loss: 0.5616 | g_loss: 2.4243
Epoch [   10/   50] | d_loss: 0.5142 | g_loss: 1.4478
Epoch [   10/   50] | d_loss: 0.2696 | g_loss: 1.0547
Epoch [   10/   50] | d_loss: 0.6101 | g_loss: 1.4421
Epoch [   10/   50] | d_loss: 0.6652 | g_loss: 1.2220
Epoch [   10/   50] | d_loss: 0.3639 | g_loss: 1.6596
Epoch [   10/   50] | d_loss: 0.2338 | g_loss: 1.9165
Epoch [   10/   50] | d_loss: 0.5080 | g_loss: 2.7840
Epoch [   10/   50] | d_loss: 0.7292 | g_loss: 3.5707
Epoch [   10/   50] | d_loss: 0.4566 | g_loss: 1.6325
Epoch [   10/   50] | d_loss: 0.5145 | g_loss: 2.7965
Epoch [   10/   50] | d_loss: 0.8656 | g_loss: 1.9639
Epoch [   10/   50] | d_loss: 0.4645 | g_loss: 1.9873
Epoch [   10/   50] | d_loss: 1.2056 | g_loss: 1.0011
Epoch [   10/   50] | d_loss: 0.4176 | g_loss: 1.9240
Epoch [   10/   50] | d_loss: 0.5392 | g_loss: 0.8509
Epoch [   10/   50] | d_loss: 0.4958 | g_loss: 2.8798
Epoch [   10/   50] | d_loss: 0.7794 | g_loss: 3.0409
Epoch [   10/   50] | d_loss: 0.4010 | g_loss: 2.8955
Epoch [   10/   50] | d_loss: 0.6602 | g_loss: 1.3234
Epoch [   10/   50] | d_loss: 0.8446 | g_loss: 3.3867
Epoch [   10/   50] | d_loss: 0.7723 | g_loss: 3.5055
Epoch [   10/   50] | d_loss: 0.4386 | g_loss: 1.4771
Epoch [   10/   50] | d_loss: 0.6733 | g_loss: 2.3656
Epoch [   10/   50] | d_loss: 0.1685 | g_loss: 2.4773
Epoch [   10/   50] | d_loss: 0.7520 | g_loss: 2.9428
Epoch [   10/   50] | d_loss: 0.4616 | g_loss: 2.5469
Epoch [   10/   50] | d_loss: 0.2269 | g_loss: 2.2881
Epoch [   11/   50] | d_loss: 0.3815 | g_loss: 2.6678
Epoch [   11/   50] | d_loss: 0.1695 | g_loss: 1.9616
Epoch [   11/   50] | d_loss: 1.0288 | g_loss: 0.9773
Epoch [   11/   50] | d_loss: 0.4345 | g_loss: 3.7738
Epoch [   11/   50] | d_loss: 0.5271 | g_loss: 2.0603
Epoch [   11/   50] | d_loss: 1.1752 | g_loss: 2.6676
Epoch [   11/   50] | d_loss: 0.1349 | g_loss: 2.4690
Epoch [   11/   50] | d_loss: 0.5222 | g_loss: 2.7617
Epoch [   11/   50] | d_loss: 0.2659 | g_loss: 1.8304
Epoch [   11/   50] | d_loss: 0.5011 | g_loss: 3.7179
Epoch [   11/   50] | d_loss: 0.3829 | g_loss: 1.1236
Epoch [   11/   50] | d_loss: 0.3126 | g_loss: 1.9619
Epoch [   11/   50] | d_loss: 0.6261 | g_loss: 1.6694
Epoch [   11/   50] | d_loss: 0.1842 | g_loss: 3.0032
Epoch [   11/   50] | d_loss: 0.2482 | g_loss: 1.6779
Epoch [   11/   50] | d_loss: 0.3470 | g_loss: 1.1944
Epoch [   11/   50] | d_loss: 0.3179 | g_loss: 1.7612
Epoch [   11/   50] | d_loss: 0.3402 | g_loss: 2.8752
Epoch [   11/   50] | d_loss: 0.2304 | g_loss: 2.0922
Epoch [   11/   50] | d_loss: 0.1939 | g_loss: 4.0210
Epoch [   11/   50] | d_loss: 0.4934 | g_loss: 2.2651
Epoch [   11/   50] | d_loss: 0.9047 | g_loss: 1.7021
Epoch [   11/   50] | d_loss: 0.3141 | g_loss: 1.7279
Epoch [   11/   50] | d_loss: 0.8369 | g_loss: 1.9337
Epoch [   11/   50] | d_loss: 0.2238 | g_loss: 3.0995
Epoch [   11/   50] | d_loss: 0.3123 | g_loss: 2.3690
Epoch [   11/   50] | d_loss: 0.3186 | g_loss: 2.8812
Epoch [   11/   50] | d_loss: 0.5160 | g_loss: 3.6130
Epoch [   11/   50] | d_loss: 0.5350 | g_loss: 1.9148
Epoch [   11/   50] | d_loss: 0.4228 | g_loss: 3.0855
Epoch [   11/   50] | d_loss: 0.4473 | g_loss: 1.8117
Epoch [   11/   50] | d_loss: 0.3173 | g_loss: 2.8893
Epoch [   11/   50] | d_loss: 1.3851 | g_loss: 5.5350
Epoch [   11/   50] | d_loss: 0.5549 | g_loss: 0.9175
Epoch [   11/   50] | d_loss: 0.6762 | g_loss: 1.4630
Epoch [   11/   50] | d_loss: 0.3766 | g_loss: 2.3941
Epoch [   11/   50] | d_loss: 0.3146 | g_loss: 1.7819
Epoch [   11/   50] | d_loss: 0.2206 | g_loss: 2.5162
Epoch [   11/   50] | d_loss: 0.4752 | g_loss: 1.1167
Epoch [   11/   50] | d_loss: 0.5094 | g_loss: 2.2159
Epoch [   11/   50] | d_loss: 0.7419 | g_loss: 2.5349
Epoch [   11/   50] | d_loss: 1.5800 | g_loss: 3.8117
Epoch [   11/   50] | d_loss: 0.8978 | g_loss: 2.8922
Epoch [   11/   50] | d_loss: 0.2316 | g_loss: 2.0326
Epoch [   11/   50] | d_loss: 0.9619 | g_loss: 4.9430
Epoch [   11/   50] | d_loss: 0.1575 | g_loss: 3.5383
Epoch [   11/   50] | d_loss: 0.9440 | g_loss: 2.3948
Epoch [   11/   50] | d_loss: 0.3905 | g_loss: 1.7666
Epoch [   11/   50] | d_loss: 0.1294 | g_loss: 1.7317
Epoch [   11/   50] | d_loss: 0.2581 | g_loss: 2.6587
Epoch [   11/   50] | d_loss: 0.2481 | g_loss: 1.8168
Epoch [   11/   50] | d_loss: 0.5542 | g_loss: 0.6614
Epoch [   11/   50] | d_loss: 0.2752 | g_loss: 3.5800
Epoch [   11/   50] | d_loss: 0.5167 | g_loss: 3.1759
Epoch [   11/   50] | d_loss: 0.7102 | g_loss: 2.9438
Epoch [   11/   50] | d_loss: 0.2843 | g_loss: 2.3527
Epoch [   11/   50] | d_loss: 0.3420 | g_loss: 2.2648
Epoch [   12/   50] | d_loss: 0.4583 | g_loss: 1.3818
Epoch [   12/   50] | d_loss: 0.5397 | g_loss: 2.4703
Epoch [   12/   50] | d_loss: 0.8277 | g_loss: 2.1076
Epoch [   12/   50] | d_loss: 0.6729 | g_loss: 2.5387
Epoch [   12/   50] | d_loss: 0.3685 | g_loss: 2.5476
Epoch [   12/   50] | d_loss: 1.7470 | g_loss: 1.4665
Epoch [   12/   50] | d_loss: 0.3057 | g_loss: 1.9558
Epoch [   12/   50] | d_loss: 0.6125 | g_loss: 1.6175
Epoch [   12/   50] | d_loss: 0.5143 | g_loss: 0.6111
Epoch [   12/   50] | d_loss: 1.0561 | g_loss: 0.9823
Epoch [   12/   50] | d_loss: 0.2696 | g_loss: 4.0178
Epoch [   12/   50] | d_loss: 0.5038 | g_loss: 2.3487
Epoch [   12/   50] | d_loss: 0.1465 | g_loss: 3.2381
Epoch [   12/   50] | d_loss: 0.6726 | g_loss: 0.7070
Epoch [   12/   50] | d_loss: 0.2112 | g_loss: 2.5881
Epoch [   12/   50] | d_loss: 0.5219 | g_loss: 0.6968
Epoch [   12/   50] | d_loss: 0.6308 | g_loss: 2.0748
Epoch [   12/   50] | d_loss: 0.4282 | g_loss: 2.1769
Epoch [   12/   50] | d_loss: 0.2849 | g_loss: 2.0283
Epoch [   12/   50] | d_loss: 0.4870 | g_loss: 1.9899
Epoch [   12/   50] | d_loss: 0.5416 | g_loss: 3.6555
Epoch [   12/   50] | d_loss: 0.2589 | g_loss: 1.1744
Epoch [   12/   50] | d_loss: 0.2249 | g_loss: 3.2791
Epoch [   12/   50] | d_loss: 0.7672 | g_loss: 3.6452
Epoch [   12/   50] | d_loss: 1.0719 | g_loss: 0.5381
Epoch [   12/   50] | d_loss: 0.2806 | g_loss: 1.6697
Epoch [   12/   50] | d_loss: 0.4083 | g_loss: 2.3489
Epoch [   12/   50] | d_loss: 0.2396 | g_loss: 2.2720
Epoch [   12/   50] | d_loss: 0.5686 | g_loss: 2.5543
Epoch [   12/   50] | d_loss: 0.3657 | g_loss: 2.8587
Epoch [   12/   50] | d_loss: 0.4015 | g_loss: 5.1375
Epoch [   12/   50] | d_loss: 0.2571 | g_loss: 3.2156
Epoch [   12/   50] | d_loss: 0.8980 | g_loss: 3.2777
Epoch [   12/   50] | d_loss: 1.5189 | g_loss: 1.9807
Epoch [   12/   50] | d_loss: 0.2675 | g_loss: 2.4773
Epoch [   12/   50] | d_loss: 1.2293 | g_loss: 4.9585
Epoch [   12/   50] | d_loss: 0.1258 | g_loss: 2.7958
Epoch [   12/   50] | d_loss: 0.1379 | g_loss: 1.4305
Epoch [   12/   50] | d_loss: 0.7472 | g_loss: 2.9197
Epoch [   12/   50] | d_loss: 0.7280 | g_loss: 1.7267
Epoch [   12/   50] | d_loss: 0.7416 | g_loss: 2.3136
Epoch [   12/   50] | d_loss: 0.5704 | g_loss: 2.1714
Epoch [   12/   50] | d_loss: 0.6948 | g_loss: 1.6111
Epoch [   12/   50] | d_loss: 0.7949 | g_loss: 1.2836
Epoch [   12/   50] | d_loss: 0.2611 | g_loss: 1.5932
Epoch [   12/   50] | d_loss: 0.2115 | g_loss: 2.6421
Epoch [   12/   50] | d_loss: 0.5586 | g_loss: 2.1764
Epoch [   12/   50] | d_loss: 0.6847 | g_loss: 2.2065
Epoch [   12/   50] | d_loss: 0.6463 | g_loss: 2.3796
Epoch [   12/   50] | d_loss: 0.2529 | g_loss: 1.2641
Epoch [   12/   50] | d_loss: 0.4313 | g_loss: 3.3523
Epoch [   12/   50] | d_loss: 0.1481 | g_loss: 1.3375
Epoch [   12/   50] | d_loss: 0.6049 | g_loss: 2.5099
Epoch [   12/   50] | d_loss: 0.8720 | g_loss: 2.7033
Epoch [   12/   50] | d_loss: 0.7808 | g_loss: 1.5744
Epoch [   12/   50] | d_loss: 0.2646 | g_loss: 2.8793
Epoch [   12/   50] | d_loss: 0.7393 | g_loss: 4.9331
Epoch [   13/   50] | d_loss: 0.4814 | g_loss: 2.2822
Epoch [   13/   50] | d_loss: 0.3071 | g_loss: 3.5659
Epoch [   13/   50] | d_loss: 0.5376 | g_loss: 2.3844
Epoch [   13/   50] | d_loss: 0.5046 | g_loss: 0.9417
Epoch [   13/   50] | d_loss: 0.9528 | g_loss: 4.4893
Epoch [   13/   50] | d_loss: 0.1992 | g_loss: 2.0218
Epoch [   13/   50] | d_loss: 0.2825 | g_loss: 3.5220
Epoch [   13/   50] | d_loss: 0.4822 | g_loss: 1.8344
Epoch [   13/   50] | d_loss: 0.8172 | g_loss: 3.2986
Epoch [   13/   50] | d_loss: 0.2682 | g_loss: 2.9439
Epoch [   13/   50] | d_loss: 0.6579 | g_loss: 1.0081
Epoch [   13/   50] | d_loss: 0.2706 | g_loss: 2.4038
Epoch [   13/   50] | d_loss: 0.3665 | g_loss: 3.3375
Epoch [   13/   50] | d_loss: 0.3456 | g_loss: 1.6003
Epoch [   13/   50] | d_loss: 1.1017 | g_loss: 1.6458
Epoch [   13/   50] | d_loss: 0.5702 | g_loss: 1.8244
Epoch [   13/   50] | d_loss: 0.1407 | g_loss: 3.4034
Epoch [   13/   50] | d_loss: 0.6846 | g_loss: 1.9993
Epoch [   13/   50] | d_loss: 0.7298 | g_loss: 2.4732
Epoch [   13/   50] | d_loss: 0.1627 | g_loss: 2.5449
Epoch [   13/   50] | d_loss: 0.3160 | g_loss: 1.7838
Epoch [   13/   50] | d_loss: 0.2210 | g_loss: 2.5146
Epoch [   13/   50] | d_loss: 0.5725 | g_loss: 2.8828
Epoch [   13/   50] | d_loss: 0.3002 | g_loss: 3.8370
Epoch [   13/   50] | d_loss: 0.1532 | g_loss: 2.9736
Epoch [   13/   50] | d_loss: 0.1565 | g_loss: 2.7717
Epoch [   13/   50] | d_loss: 0.2888 | g_loss: 2.1706
Epoch [   13/   50] | d_loss: 0.4735 | g_loss: 2.4220
Epoch [   13/   50] | d_loss: 0.3592 | g_loss: 2.8526
Epoch [   13/   50] | d_loss: 0.2587 | g_loss: 2.2729
Epoch [   13/   50] | d_loss: 0.5198 | g_loss: 2.9104
Epoch [   13/   50] | d_loss: 0.8125 | g_loss: 2.4816
Epoch [   13/   50] | d_loss: 0.7871 | g_loss: 1.9108
Epoch [   13/   50] | d_loss: 0.7922 | g_loss: 0.6465
Epoch [   13/   50] | d_loss: 0.8225 | g_loss: 1.0652
Epoch [   13/   50] | d_loss: 0.5085 | g_loss: 1.9766
Epoch [   13/   50] | d_loss: 0.4132 | g_loss: 3.1061
Epoch [   13/   50] | d_loss: 0.2516 | g_loss: 2.3389
Epoch [   13/   50] | d_loss: 0.3279 | g_loss: 2.4954
Epoch [   13/   50] | d_loss: 0.3466 | g_loss: 1.8801
Epoch [   13/   50] | d_loss: 0.2279 | g_loss: 3.3519
Epoch [   13/   50] | d_loss: 1.4824 | g_loss: 0.3222
Epoch [   13/   50] | d_loss: 0.2393 | g_loss: 2.3454
Epoch [   13/   50] | d_loss: 0.2583 | g_loss: 2.2274
Epoch [   13/   50] | d_loss: 0.2815 | g_loss: 1.5617
Epoch [   13/   50] | d_loss: 0.6536 | g_loss: 4.5721
Epoch [   13/   50] | d_loss: 0.1836 | g_loss: 3.1425
Epoch [   13/   50] | d_loss: 0.6553 | g_loss: 3.1789
Epoch [   13/   50] | d_loss: 0.5971 | g_loss: 4.8106
Epoch [   13/   50] | d_loss: 0.2519 | g_loss: 1.8179
Epoch [   13/   50] | d_loss: 0.1475 | g_loss: 3.6495
Epoch [   13/   50] | d_loss: 0.5291 | g_loss: 2.8847
Epoch [   13/   50] | d_loss: 0.6778 | g_loss: 4.6374
Epoch [   13/   50] | d_loss: 0.2154 | g_loss: 3.0129
Epoch [   13/   50] | d_loss: 0.3772 | g_loss: 3.0880
Epoch [   13/   50] | d_loss: 0.5811 | g_loss: 2.8835
Epoch [   14/   50] | d_loss: 0.4475 | g_loss: 3.6704
Epoch [   14/   50] | d_loss: 0.2684 | g_loss: 2.6261
Epoch [   14/   50] | d_loss: 0.4231 | g_loss: 1.8489
Epoch [   14/   50] | d_loss: 0.9359 | g_loss: 4.5438
Epoch [   14/   50] | d_loss: 0.9674 | g_loss: 3.4559
Epoch [   14/   50] | d_loss: 0.6120 | g_loss: 4.6217
Epoch [   14/   50] | d_loss: 0.2200 | g_loss: 3.2831
Epoch [   14/   50] | d_loss: 0.4873 | g_loss: 3.6442
Epoch [   14/   50] | d_loss: 0.3268 | g_loss: 3.1581
Epoch [   14/   50] | d_loss: 0.4581 | g_loss: 3.3840
Epoch [   14/   50] | d_loss: 0.7357 | g_loss: 4.1450
Epoch [   14/   50] | d_loss: 0.7693 | g_loss: 2.2367
Epoch [   14/   50] | d_loss: 0.3529 | g_loss: 2.9012
Epoch [   14/   50] | d_loss: 0.1562 | g_loss: 1.8937
Epoch [   14/   50] | d_loss: 1.3504 | g_loss: 3.6162
Epoch [   14/   50] | d_loss: 0.3485 | g_loss: 3.1569
Epoch [   14/   50] | d_loss: 0.4824 | g_loss: 2.6478
Epoch [   14/   50] | d_loss: 0.9681 | g_loss: 4.2922
Epoch [   14/   50] | d_loss: 0.4689 | g_loss: 1.4766
Epoch [   14/   50] | d_loss: 0.9600 | g_loss: 2.4331
Epoch [   14/   50] | d_loss: 0.2949 | g_loss: 2.1209
Epoch [   14/   50] | d_loss: 0.2792 | g_loss: 2.2222
Epoch [   14/   50] | d_loss: 0.2443 | g_loss: 1.6404
Epoch [   14/   50] | d_loss: 0.5330 | g_loss: 2.7502
Epoch [   14/   50] | d_loss: 0.1425 | g_loss: 3.2417
Epoch [   14/   50] | d_loss: 0.3167 | g_loss: 2.8187
Epoch [   14/   50] | d_loss: 0.2679 | g_loss: 4.2696
Epoch [   14/   50] | d_loss: 0.3399 | g_loss: 2.2657
Epoch [   14/   50] | d_loss: 0.4485 | g_loss: 1.4670
Epoch [   14/   50] | d_loss: 0.2125 | g_loss: 1.2429
Epoch [   14/   50] | d_loss: 0.5384 | g_loss: 1.5656
Epoch [   14/   50] | d_loss: 0.8799 | g_loss: 1.6797
Epoch [   14/   50] | d_loss: 0.2265 | g_loss: 3.4264
Epoch [   14/   50] | d_loss: 0.2348 | g_loss: 2.3745
Epoch [   14/   50] | d_loss: 0.4498 | g_loss: 3.2055
Epoch [   14/   50] | d_loss: 0.5640 | g_loss: 3.0027
Epoch [   14/   50] | d_loss: 0.8336 | g_loss: 1.8129
Epoch [   14/   50] | d_loss: 0.6260 | g_loss: 3.8379
Epoch [   14/   50] | d_loss: 0.6987 | g_loss: 1.7320
Epoch [   14/   50] | d_loss: 0.2438 | g_loss: 3.4081
Epoch [   14/   50] | d_loss: 0.5954 | g_loss: 4.0082
Epoch [   14/   50] | d_loss: 0.4259 | g_loss: 2.7434
Epoch [   14/   50] | d_loss: 0.7286 | g_loss: 3.8056
Epoch [   14/   50] | d_loss: 0.5432 | g_loss: 1.2065
Epoch [   14/   50] | d_loss: 0.1242 | g_loss: 3.5563
Epoch [   14/   50] | d_loss: 0.7343 | g_loss: 2.8901
Epoch [   14/   50] | d_loss: 0.3953 | g_loss: 2.3654
Epoch [   14/   50] | d_loss: 1.2171 | g_loss: 0.9159
Epoch [   14/   50] | d_loss: 0.5292 | g_loss: 2.4522
Epoch [   14/   50] | d_loss: 0.5529 | g_loss: 2.7789
Epoch [   14/   50] | d_loss: 0.6098 | g_loss: 1.0901
Epoch [   14/   50] | d_loss: 0.1012 | g_loss: 3.1873
Epoch [   14/   50] | d_loss: 0.4907 | g_loss: 1.4572
Epoch [   14/   50] | d_loss: 0.3903 | g_loss: 3.6184
Epoch [   14/   50] | d_loss: 0.4160 | g_loss: 2.3387
Epoch [   14/   50] | d_loss: 0.3721 | g_loss: 2.4624
Epoch [   14/   50] | d_loss: 0.9667 | g_loss: 2.7119
Epoch [   15/   50] | d_loss: 1.5583 | g_loss: 0.0958
Epoch [   15/   50] | d_loss: 0.4057 | g_loss: 2.9481
Epoch [   15/   50] | d_loss: 0.1643 | g_loss: 3.1790
Epoch [   15/   50] | d_loss: 0.2456 | g_loss: 2.0243
Epoch [   15/   50] | d_loss: 0.6839 | g_loss: 3.2735
Epoch [   15/   50] | d_loss: 0.3044 | g_loss: 1.9646
Epoch [   15/   50] | d_loss: 1.7496 | g_loss: 0.2557
Epoch [   15/   50] | d_loss: 0.7033 | g_loss: 1.6310
Epoch [   15/   50] | d_loss: 0.1889 | g_loss: 2.5158
Epoch [   15/   50] | d_loss: 0.4992 | g_loss: 2.6712
Epoch [   15/   50] | d_loss: 0.2978 | g_loss: 3.4159
Epoch [   15/   50] | d_loss: 0.6051 | g_loss: 4.2931
Epoch [   15/   50] | d_loss: 0.1815 | g_loss: 3.8456
Epoch [   15/   50] | d_loss: 0.6213 | g_loss: 0.9781
Epoch [   15/   50] | d_loss: 0.1672 | g_loss: 0.7800
Epoch [   15/   50] | d_loss: 0.7109 | g_loss: 3.3699
Epoch [   15/   50] | d_loss: 0.4746 | g_loss: 2.1324
Epoch [   15/   50] | d_loss: 0.1973 | g_loss: 2.3998
Epoch [   15/   50] | d_loss: 0.5350 | g_loss: 2.3801
Epoch [   15/   50] | d_loss: 0.3493 | g_loss: 2.6121
Epoch [   15/   50] | d_loss: 0.4269 | g_loss: 3.9890
Epoch [   15/   50] | d_loss: 0.2621 | g_loss: 2.2388
Epoch [   15/   50] | d_loss: 1.2208 | g_loss: 4.6726
Epoch [   15/   50] | d_loss: 0.3181 | g_loss: 2.7142
Epoch [   15/   50] | d_loss: 0.3930 | g_loss: 1.7651
Epoch [   15/   50] | d_loss: 0.5328 | g_loss: 1.3867
Epoch [   15/   50] | d_loss: 0.5285 | g_loss: 1.3362
Epoch [   15/   50] | d_loss: 0.5472 | g_loss: 4.3399
Epoch [   15/   50] | d_loss: 0.1193 | g_loss: 1.3731
Epoch [   15/   50] | d_loss: 0.3757 | g_loss: 1.9170
Epoch [   15/   50] | d_loss: 0.3270 | g_loss: 2.5550
Epoch [   15/   50] | d_loss: 0.2125 | g_loss: 1.9217
Epoch [   15/   50] | d_loss: 0.4001 | g_loss: 2.8113
Epoch [   15/   50] | d_loss: 0.4655 | g_loss: 3.5222
Epoch [   15/   50] | d_loss: 0.3116 | g_loss: 2.5419
Epoch [   15/   50] | d_loss: 0.4595 | g_loss: 0.8748
Epoch [   15/   50] | d_loss: 0.6533 | g_loss: 0.9002
Epoch [   15/   50] | d_loss: 1.3893 | g_loss: 1.0886
Epoch [   15/   50] | d_loss: 1.1856 | g_loss: 4.3244
Epoch [   15/   50] | d_loss: 0.3273 | g_loss: 2.1238
Epoch [   15/   50] | d_loss: 0.4798 | g_loss: 1.1407
Epoch [   15/   50] | d_loss: 0.1785 | g_loss: 2.3055
Epoch [   15/   50] | d_loss: 0.6340 | g_loss: 2.8767
Epoch [   15/   50] | d_loss: 0.4275 | g_loss: 2.8213
Epoch [   15/   50] | d_loss: 0.5965 | g_loss: 2.6685
Epoch [   15/   50] | d_loss: 0.3495 | g_loss: 1.2788
Epoch [   15/   50] | d_loss: 0.1334 | g_loss: 2.9897
Epoch [   15/   50] | d_loss: 0.4402 | g_loss: 2.2678
Epoch [   15/   50] | d_loss: 0.2038 | g_loss: 2.7575
Epoch [   15/   50] | d_loss: 2.1766 | g_loss: 2.8668
Epoch [   15/   50] | d_loss: 0.7625 | g_loss: 2.7545
Epoch [   15/   50] | d_loss: 0.7308 | g_loss: 3.1062
Epoch [   15/   50] | d_loss: 0.2901 | g_loss: 3.5824
Epoch [   15/   50] | d_loss: 0.4939 | g_loss: 3.8618
Epoch [   15/   50] | d_loss: 0.7903 | g_loss: 3.8086
Epoch [   15/   50] | d_loss: 1.1223 | g_loss: 4.3420
Epoch [   15/   50] | d_loss: 0.4091 | g_loss: 2.1833
Epoch [   16/   50] | d_loss: 0.2444 | g_loss: 2.2443
Epoch [   16/   50] | d_loss: 0.3641 | g_loss: 1.3361
Epoch [   16/   50] | d_loss: 0.4830 | g_loss: 1.1646
Epoch [   16/   50] | d_loss: 0.2697 | g_loss: 5.0746
Epoch [   16/   50] | d_loss: 0.1258 | g_loss: 1.8916
Epoch [   16/   50] | d_loss: 1.4314 | g_loss: 1.4202
Epoch [   16/   50] | d_loss: 0.3808 | g_loss: 2.6244
Epoch [   16/   50] | d_loss: 0.3731 | g_loss: 1.7013
Epoch [   16/   50] | d_loss: 0.1803 | g_loss: 4.0105
Epoch [   16/   50] | d_loss: 0.4572 | g_loss: 1.1474
Epoch [   16/   50] | d_loss: 0.1551 | g_loss: 2.3959
Epoch [   16/   50] | d_loss: 0.3264 | g_loss: 1.2149
Epoch [   16/   50] | d_loss: 0.2957 | g_loss: 4.2271
Epoch [   16/   50] | d_loss: 0.1638 | g_loss: 2.0345
Epoch [   16/   50] | d_loss: 0.5432 | g_loss: 1.7692
Epoch [   16/   50] | d_loss: 1.1284 | g_loss: 1.0319
Epoch [   16/   50] | d_loss: 0.4026 | g_loss: 2.3426
Epoch [   16/   50] | d_loss: 0.0765 | g_loss: 3.3283
Epoch [   16/   50] | d_loss: 0.2570 | g_loss: 3.1941
Epoch [   16/   50] | d_loss: 0.2396 | g_loss: 1.1262
Epoch [   16/   50] | d_loss: 0.1360 | g_loss: 3.2366
Epoch [   16/   50] | d_loss: 0.8167 | g_loss: 3.7204
Epoch [   16/   50] | d_loss: 0.2594 | g_loss: 2.0999
Epoch [   16/   50] | d_loss: 0.0965 | g_loss: 1.8683
Epoch [   16/   50] | d_loss: 0.4348 | g_loss: 0.4634
Epoch [   16/   50] | d_loss: 0.4050 | g_loss: 2.7090
Epoch [   16/   50] | d_loss: 0.5462 | g_loss: 0.8201
Epoch [   16/   50] | d_loss: 0.5806 | g_loss: 2.5471
Epoch [   16/   50] | d_loss: 1.1651 | g_loss: 4.6493
Epoch [   16/   50] | d_loss: 0.3922 | g_loss: 3.9266
Epoch [   16/   50] | d_loss: 0.2300 | g_loss: 4.0713
Epoch [   16/   50] | d_loss: 0.2352 | g_loss: 3.5430
Epoch [   16/   50] | d_loss: 0.3101 | g_loss: 4.0779
Epoch [   16/   50] | d_loss: 0.4934 | g_loss: 0.7189
Epoch [   16/   50] | d_loss: 1.1837 | g_loss: 1.2165
Epoch [   16/   50] | d_loss: 0.7487 | g_loss: 2.6775
Epoch [   16/   50] | d_loss: 0.6221 | g_loss: 3.1137
Epoch [   16/   50] | d_loss: 0.6336 | g_loss: 1.8538
Epoch [   16/   50] | d_loss: 0.3033 | g_loss: 3.7300
Epoch [   16/   50] | d_loss: 0.8017 | g_loss: 2.4910
Epoch [   16/   50] | d_loss: 0.8860 | g_loss: 0.8411
Epoch [   16/   50] | d_loss: 0.7042 | g_loss: 5.6812
Epoch [   16/   50] | d_loss: 0.1465 | g_loss: 4.5340
Epoch [   16/   50] | d_loss: 0.2885 | g_loss: 3.1587
Epoch [   16/   50] | d_loss: 0.0985 | g_loss: 3.5050
Epoch [   16/   50] | d_loss: 0.3908 | g_loss: 3.2343
Epoch [   16/   50] | d_loss: 0.3908 | g_loss: 3.9094
Epoch [   16/   50] | d_loss: 0.1920 | g_loss: 2.4669
Epoch [   16/   50] | d_loss: 0.3768 | g_loss: 1.5219
Epoch [   16/   50] | d_loss: 0.5912 | g_loss: 1.1519
Epoch [   16/   50] | d_loss: 0.6097 | g_loss: 2.8986
Epoch [   16/   50] | d_loss: 1.0707 | g_loss: 1.9994
Epoch [   16/   50] | d_loss: 0.4092 | g_loss: 2.0413
Epoch [   16/   50] | d_loss: 0.6220 | g_loss: 0.8788
Epoch [   16/   50] | d_loss: 0.3366 | g_loss: 2.0330
Epoch [   16/   50] | d_loss: 0.7027 | g_loss: 5.7524
Epoch [   16/   50] | d_loss: 0.2795 | g_loss: 2.0749
Epoch [   17/   50] | d_loss: 1.2050 | g_loss: 2.9432
Epoch [   17/   50] | d_loss: 0.5399 | g_loss: 3.2448
Epoch [   17/   50] | d_loss: 0.0680 | g_loss: 2.1808
Epoch [   17/   50] | d_loss: 0.4306 | g_loss: 4.2503
Epoch [   17/   50] | d_loss: 0.1731 | g_loss: 1.3238
Epoch [   17/   50] | d_loss: 1.1264 | g_loss: 3.6330
Epoch [   17/   50] | d_loss: 0.7038 | g_loss: 5.0046
Epoch [   17/   50] | d_loss: 0.6885 | g_loss: 2.5044
Epoch [   17/   50] | d_loss: 0.9617 | g_loss: 3.3446
Epoch [   17/   50] | d_loss: 0.3425 | g_loss: 4.2585
Epoch [   17/   50] | d_loss: 0.2981 | g_loss: 4.4059
Epoch [   17/   50] | d_loss: 0.7887 | g_loss: 1.2296
Epoch [   17/   50] | d_loss: 1.7379 | g_loss: 0.3050
Epoch [   17/   50] | d_loss: 0.4028 | g_loss: 1.5709
Epoch [   17/   50] | d_loss: 0.2563 | g_loss: 4.1621
Epoch [   17/   50] | d_loss: 0.3913 | g_loss: 3.0843
Epoch [   17/   50] | d_loss: 0.5157 | g_loss: 1.1051
Epoch [   17/   50] | d_loss: 0.3233 | g_loss: 3.4101
Epoch [   17/   50] | d_loss: 0.3989 | g_loss: 1.1140
Epoch [   17/   50] | d_loss: 0.6542 | g_loss: 1.5387
Epoch [   17/   50] | d_loss: 0.7724 | g_loss: 2.8156
Epoch [   17/   50] | d_loss: 0.6547 | g_loss: 2.6975
Epoch [   17/   50] | d_loss: 1.9336 | g_loss: 0.1562
Epoch [   17/   50] | d_loss: 1.0509 | g_loss: 0.7294
Epoch [   17/   50] | d_loss: 0.3173 | g_loss: 2.7973
Epoch [   17/   50] | d_loss: 0.3862 | g_loss: 3.9360
Epoch [   17/   50] | d_loss: 0.7789 | g_loss: 1.0243
Epoch [   17/   50] | d_loss: 1.1514 | g_loss: 3.8476
Epoch [   17/   50] | d_loss: 0.3317 | g_loss: 4.4403
Epoch [   17/   50] | d_loss: 0.3747 | g_loss: 3.2897
Epoch [   17/   50] | d_loss: 0.6087 | g_loss: 3.0839
Epoch [   17/   50] | d_loss: 0.5707 | g_loss: 4.0048
Epoch [   17/   50] | d_loss: 0.2203 | g_loss: 4.0255
Epoch [   17/   50] | d_loss: 0.5171 | g_loss: 1.3990
Epoch [   17/   50] | d_loss: 0.2436 | g_loss: 0.6166
Epoch [   17/   50] | d_loss: 0.4690 | g_loss: 4.7720
Epoch [   17/   50] | d_loss: 0.0612 | g_loss: 1.9098
Epoch [   17/   50] | d_loss: 0.3271 | g_loss: 3.9284
Epoch [   17/   50] | d_loss: 0.2391 | g_loss: 4.1412
Epoch [   17/   50] | d_loss: 1.6806 | g_loss: 0.3233
Epoch [   17/   50] | d_loss: 0.9670 | g_loss: 5.5756
Epoch [   17/   50] | d_loss: 0.5343 | g_loss: 2.3460
Epoch [   17/   50] | d_loss: 0.5011 | g_loss: 3.3552
Epoch [   17/   50] | d_loss: 0.5861 | g_loss: 5.2252
Epoch [   17/   50] | d_loss: 0.3812 | g_loss: 0.6873
Epoch [   17/   50] | d_loss: 0.5056 | g_loss: 1.6864
Epoch [   17/   50] | d_loss: 0.6381 | g_loss: 3.9520
Epoch [   17/   50] | d_loss: 0.2683 | g_loss: 1.7666
Epoch [   17/   50] | d_loss: 0.1698 | g_loss: 3.1342
Epoch [   17/   50] | d_loss: 0.2441 | g_loss: 3.1640
Epoch [   17/   50] | d_loss: 0.6215 | g_loss: 1.7164
Epoch [   17/   50] | d_loss: 0.4052 | g_loss: 0.9682
Epoch [   17/   50] | d_loss: 0.2160 | g_loss: 3.1317
Epoch [   17/   50] | d_loss: 0.8538 | g_loss: 2.9503
Epoch [   17/   50] | d_loss: 0.2660 | g_loss: 2.6611
Epoch [   17/   50] | d_loss: 0.1449 | g_loss: 1.6729
Epoch [   17/   50] | d_loss: 1.3821 | g_loss: 1.1102
Epoch [   18/   50] | d_loss: 0.3614 | g_loss: 1.8878
Epoch [   18/   50] | d_loss: 0.2573 | g_loss: 2.6577
Epoch [   18/   50] | d_loss: 0.4867 | g_loss: 4.2124
Epoch [   18/   50] | d_loss: 0.3285 | g_loss: 1.1866
Epoch [   18/   50] | d_loss: 0.4647 | g_loss: 2.3707
Epoch [   18/   50] | d_loss: 0.6727 | g_loss: 0.7064
Epoch [   18/   50] | d_loss: 0.1898 | g_loss: 2.0793
Epoch [   18/   50] | d_loss: 0.1860 | g_loss: 4.2574
Epoch [   18/   50] | d_loss: 0.3495 | g_loss: 4.0575
Epoch [   18/   50] | d_loss: 0.1105 | g_loss: 0.8573
Epoch [   18/   50] | d_loss: 0.1985 | g_loss: 2.3252
Epoch [   18/   50] | d_loss: 0.3441 | g_loss: 1.9887
Epoch [   18/   50] | d_loss: 0.1579 | g_loss: 5.2401
Epoch [   18/   50] | d_loss: 0.4781 | g_loss: 4.3194
Epoch [   18/   50] | d_loss: 0.8638 | g_loss: 2.2460
Epoch [   18/   50] | d_loss: 0.4091 | g_loss: 1.4139
Epoch [   18/   50] | d_loss: 0.0597 | g_loss: 2.7430
Epoch [   18/   50] | d_loss: 0.3940 | g_loss: 3.5717
Epoch [   18/   50] | d_loss: 0.6744 | g_loss: 4.6196
Epoch [   18/   50] | d_loss: 0.4109 | g_loss: 5.1507
Epoch [   18/   50] | d_loss: 0.4191 | g_loss: 4.5147
Epoch [   18/   50] | d_loss: 0.9516 | g_loss: 1.5548
Epoch [   18/   50] | d_loss: 0.4422 | g_loss: 0.9094
Epoch [   18/   50] | d_loss: 0.4057 | g_loss: 2.8976
Epoch [   18/   50] | d_loss: 0.6928 | g_loss: 4.6509
Epoch [   18/   50] | d_loss: 0.3262 | g_loss: 2.0643
Epoch [   18/   50] | d_loss: 0.3004 | g_loss: 2.2210
Epoch [   18/   50] | d_loss: 0.5877 | g_loss: 5.1470
Epoch [   18/   50] | d_loss: 0.1817 | g_loss: 0.8389
Epoch [   18/   50] | d_loss: 0.6634 | g_loss: 4.8152
Epoch [   18/   50] | d_loss: 0.1567 | g_loss: 3.4825
Epoch [   18/   50] | d_loss: 0.1980 | g_loss: 4.8361
Epoch [   18/   50] | d_loss: 1.2644 | g_loss: 0.6708
Epoch [   18/   50] | d_loss: 0.6376 | g_loss: 3.7933
Epoch [   18/   50] | d_loss: 0.4892 | g_loss: 3.3116
Epoch [   18/   50] | d_loss: 0.4404 | g_loss: 2.5593
Epoch [   18/   50] | d_loss: 0.3218 | g_loss: 3.4781
Epoch [   18/   50] | d_loss: 0.1800 | g_loss: 3.6401
Epoch [   18/   50] | d_loss: 0.1235 | g_loss: 3.2569
Epoch [   18/   50] | d_loss: 0.2295 | g_loss: 2.0837
Epoch [   18/   50] | d_loss: 0.6311 | g_loss: 0.2287
Epoch [   18/   50] | d_loss: 0.5449 | g_loss: 2.0024
Epoch [   18/   50] | d_loss: 0.2789 | g_loss: 2.1266
Epoch [   18/   50] | d_loss: 0.3200 | g_loss: 1.9804
Epoch [   18/   50] | d_loss: 0.3698 | g_loss: 2.4866
Epoch [   18/   50] | d_loss: 0.5765 | g_loss: 2.8823
Epoch [   18/   50] | d_loss: 0.1365 | g_loss: 3.2363
Epoch [   18/   50] | d_loss: 1.3933 | g_loss: 4.6354
Epoch [   18/   50] | d_loss: 0.3510 | g_loss: 1.7303
Epoch [   18/   50] | d_loss: 0.1668 | g_loss: 2.7984
Epoch [   18/   50] | d_loss: 0.6233 | g_loss: 1.5116
Epoch [   18/   50] | d_loss: 0.2663 | g_loss: 1.1863
Epoch [   18/   50] | d_loss: 0.2376 | g_loss: 3.4456
Epoch [   18/   50] | d_loss: 0.6666 | g_loss: 3.8717
Epoch [   18/   50] | d_loss: 0.5997 | g_loss: 2.3381
Epoch [   18/   50] | d_loss: 0.2980 | g_loss: 4.3870
Epoch [   18/   50] | d_loss: 1.6025 | g_loss: 4.7661
Epoch [   19/   50] | d_loss: 0.8704 | g_loss: 4.7613
Epoch [   19/   50] | d_loss: 0.3995 | g_loss: 1.2602
Epoch [   19/   50] | d_loss: 0.3429 | g_loss: 2.4540
Epoch [   19/   50] | d_loss: 0.6481 | g_loss: 1.9665
Epoch [   19/   50] | d_loss: 0.6871 | g_loss: 1.5166
Epoch [   19/   50] | d_loss: 0.2947 | g_loss: 0.6074
Epoch [   19/   50] | d_loss: 0.5300 | g_loss: 3.7102
Epoch [   19/   50] | d_loss: 0.6135 | g_loss: 5.2736
Epoch [   19/   50] | d_loss: 0.3702 | g_loss: 4.6056
Epoch [   19/   50] | d_loss: 0.8420 | g_loss: 1.0263
Epoch [   19/   50] | d_loss: 0.5729 | g_loss: 0.6785
Epoch [   19/   50] | d_loss: 0.4959 | g_loss: 3.4356
Epoch [   19/   50] | d_loss: 1.2746 | g_loss: 5.5053
Epoch [   19/   50] | d_loss: 0.7011 | g_loss: 1.1770
Epoch [   19/   50] | d_loss: 0.4917 | g_loss: 1.9650
Epoch [   19/   50] | d_loss: 0.3675 | g_loss: 3.3278
Epoch [   19/   50] | d_loss: 0.4526 | g_loss: 3.5157
Epoch [   19/   50] | d_loss: 0.5584 | g_loss: 4.9558
Epoch [   19/   50] | d_loss: 0.6417 | g_loss: 3.0251
Epoch [   19/   50] | d_loss: 0.6603 | g_loss: 0.7884
Epoch [   19/   50] | d_loss: 0.1329 | g_loss: 4.0027
Epoch [   19/   50] | d_loss: 0.2172 | g_loss: 2.7340
Epoch [   19/   50] | d_loss: 0.6339 | g_loss: 3.0545
Epoch [   19/   50] | d_loss: 0.6138 | g_loss: 2.5421
Epoch [   19/   50] | d_loss: 0.1650 | g_loss: 2.9809
Epoch [   19/   50] | d_loss: 0.1863 | g_loss: 1.8253
Epoch [   19/   50] | d_loss: 0.1877 | g_loss: 2.6862
Epoch [   19/   50] | d_loss: 0.2275 | g_loss: 1.7399
Epoch [   19/   50] | d_loss: 0.2051 | g_loss: 3.9007
Epoch [   19/   50] | d_loss: 1.8717 | g_loss: 0.9409
Epoch [   19/   50] | d_loss: 0.2330 | g_loss: 4.0137
Epoch [   19/   50] | d_loss: 0.6099 | g_loss: 2.0122
Epoch [   19/   50] | d_loss: 0.2713 | g_loss: 1.8674
Epoch [   19/   50] | d_loss: 0.2815 | g_loss: 1.5830
Epoch [   19/   50] | d_loss: 0.2706 | g_loss: 3.0425
Epoch [   19/   50] | d_loss: 0.7551 | g_loss: 2.1576
Epoch [   19/   50] | d_loss: 0.2653 | g_loss: 4.4874
Epoch [   19/   50] | d_loss: 0.5168 | g_loss: 1.6991
Epoch [   19/   50] | d_loss: 0.3167 | g_loss: 1.9098
Epoch [   19/   50] | d_loss: 0.6401 | g_loss: 4.7813
Epoch [   19/   50] | d_loss: 0.3420 | g_loss: 2.7435
Epoch [   19/   50] | d_loss: 0.9435 | g_loss: 3.5620
Epoch [   19/   50] | d_loss: 0.0825 | g_loss: 4.5889
Epoch [   19/   50] | d_loss: 0.7082 | g_loss: 2.2979
Epoch [   19/   50] | d_loss: 0.8799 | g_loss: 3.6863
Epoch [   19/   50] | d_loss: 0.1776 | g_loss: 2.9192
Epoch [   19/   50] | d_loss: 0.2210 | g_loss: 4.7510
Epoch [   19/   50] | d_loss: 0.3100 | g_loss: 3.1492
Epoch [   19/   50] | d_loss: 0.1875 | g_loss: 1.9691
Epoch [   19/   50] | d_loss: 0.4418 | g_loss: 3.6848
Epoch [   19/   50] | d_loss: 0.3140 | g_loss: 2.1863
Epoch [   19/   50] | d_loss: 0.6956 | g_loss: 3.5339
Epoch [   19/   50] | d_loss: 0.4624 | g_loss: 2.7840
Epoch [   19/   50] | d_loss: 0.1221 | g_loss: 2.7976
Epoch [   19/   50] | d_loss: 0.8582 | g_loss: 1.0947
Epoch [   19/   50] | d_loss: 1.0809 | g_loss: 0.8318
Epoch [   19/   50] | d_loss: 0.3950 | g_loss: 3.5472
Epoch [   20/   50] | d_loss: 0.3535 | g_loss: 3.8931
Epoch [   20/   50] | d_loss: 0.1679 | g_loss: 2.5787
Epoch [   20/   50] | d_loss: 0.4049 | g_loss: 4.0487
Epoch [   20/   50] | d_loss: 0.3296 | g_loss: 2.5415
Epoch [   20/   50] | d_loss: 0.3060 | g_loss: 3.3098
Epoch [   20/   50] | d_loss: 0.7200 | g_loss: 2.0285
Epoch [   20/   50] | d_loss: 0.0980 | g_loss: 3.4176
Epoch [   20/   50] | d_loss: 0.5569 | g_loss: 1.8787
Epoch [   20/   50] | d_loss: 0.2559 | g_loss: 1.8562
Epoch [   20/   50] | d_loss: 0.5181 | g_loss: 4.8238
Epoch [   20/   50] | d_loss: 0.2554 | g_loss: 1.7265
Epoch [   20/   50] | d_loss: 0.1142 | g_loss: 3.9258
Epoch [   20/   50] | d_loss: 0.7629 | g_loss: 3.6814
Epoch [   20/   50] | d_loss: 0.1593 | g_loss: 4.8556
Epoch [   20/   50] | d_loss: 0.2261 | g_loss: 2.7382
Epoch [   20/   50] | d_loss: 0.1890 | g_loss: 1.9116
Epoch [   20/   50] | d_loss: 0.2702 | g_loss: 3.0800
Epoch [   20/   50] | d_loss: 0.2094 | g_loss: 1.7985
Epoch [   20/   50] | d_loss: 0.3757 | g_loss: 2.3746
Epoch [   20/   50] | d_loss: 0.7824 | g_loss: 3.7654
Epoch [   20/   50] | d_loss: 0.5614 | g_loss: 2.3874
Epoch [   20/   50] | d_loss: 0.3114 | g_loss: 2.6871
Epoch [   20/   50] | d_loss: 0.2140 | g_loss: 2.1678
Epoch [   20/   50] | d_loss: 0.5344 | g_loss: 5.2169
Epoch [   20/   50] | d_loss: 0.2277 | g_loss: 1.8598
Epoch [   20/   50] | d_loss: 0.2618 | g_loss: 2.4360
Epoch [   20/   50] | d_loss: 0.5475 | g_loss: 1.7324
Epoch [   20/   50] | d_loss: 0.1614 | g_loss: 2.8682
Epoch [   20/   50] | d_loss: 0.4668 | g_loss: 3.9696
Epoch [   20/   50] | d_loss: 0.2184 | g_loss: 2.7134
Epoch [   20/   50] | d_loss: 0.1512 | g_loss: 3.9862
Epoch [   20/   50] | d_loss: 0.1969 | g_loss: 2.7012
Epoch [   20/   50] | d_loss: 0.0891 | g_loss: 2.9280
Epoch [   20/   50] | d_loss: 0.4443 | g_loss: 2.9662
Epoch [   20/   50] | d_loss: 0.0310 | g_loss: 1.7042
Epoch [   20/   50] | d_loss: 0.6121 | g_loss: 3.6527
Epoch [   20/   50] | d_loss: 0.1583 | g_loss: 1.7961
Epoch [   20/   50] | d_loss: 0.3224 | g_loss: 2.5284
Epoch [   20/   50] | d_loss: 1.1572 | g_loss: 1.1047
Epoch [   20/   50] | d_loss: 0.3756 | g_loss: 1.1054
Epoch [   20/   50] | d_loss: 0.4760 | g_loss: 1.4865
Epoch [   20/   50] | d_loss: 0.5067 | g_loss: 3.5433
Epoch [   20/   50] | d_loss: 0.7382 | g_loss: 4.7223
Epoch [   20/   50] | d_loss: 0.2924 | g_loss: 1.5437
Epoch [   20/   50] | d_loss: 0.1834 | g_loss: 3.4826
Epoch [   20/   50] | d_loss: 0.8106 | g_loss: 1.7972
Epoch [   20/   50] | d_loss: 0.6083 | g_loss: 2.8376
Epoch [   20/   50] | d_loss: 0.6417 | g_loss: 3.2995
Epoch [   20/   50] | d_loss: 0.3191 | g_loss: 2.1770
Epoch [   20/   50] | d_loss: 0.3980 | g_loss: 2.6982
Epoch [   20/   50] | d_loss: 0.5918 | g_loss: 1.4226
Epoch [   20/   50] | d_loss: 0.2765 | g_loss: 0.4204
Epoch [   20/   50] | d_loss: 0.2532 | g_loss: 3.0508
Epoch [   20/   50] | d_loss: 0.1973 | g_loss: 2.5817
Epoch [   20/   50] | d_loss: 0.1237 | g_loss: 4.1601
Epoch [   20/   50] | d_loss: 0.4435 | g_loss: 3.6620
Epoch [   20/   50] | d_loss: 0.1092 | g_loss: 3.0744
Epoch [   21/   50] | d_loss: 2.1863 | g_loss: 2.8232
Epoch [   21/   50] | d_loss: 0.8266 | g_loss: 3.9257
Epoch [   21/   50] | d_loss: 0.6955 | g_loss: 3.0110
Epoch [   21/   50] | d_loss: 0.1747 | g_loss: 1.2315
Epoch [   21/   50] | d_loss: 0.7287 | g_loss: 2.5718
Epoch [   21/   50] | d_loss: 0.2216 | g_loss: 1.6866
Epoch [   21/   50] | d_loss: 0.2969 | g_loss: 1.3935
Epoch [   21/   50] | d_loss: 0.0694 | g_loss: 2.9611
Epoch [   21/   50] | d_loss: 0.2381 | g_loss: 2.7234
Epoch [   21/   50] | d_loss: 0.5502 | g_loss: 2.9091
Epoch [   21/   50] | d_loss: 1.3914 | g_loss: 1.0131
Epoch [   21/   50] | d_loss: 0.6226 | g_loss: 3.1113
Epoch [   21/   50] | d_loss: 0.1741 | g_loss: 3.6219
Epoch [   21/   50] | d_loss: 0.4056 | g_loss: 4.1018
Epoch [   21/   50] | d_loss: 0.1950 | g_loss: 2.1313
Epoch [   21/   50] | d_loss: 0.3120 | g_loss: 4.3913
Epoch [   21/   50] | d_loss: 0.5603 | g_loss: 1.1985
Epoch [   21/   50] | d_loss: 0.2893 | g_loss: 1.7863
Epoch [   21/   50] | d_loss: 0.3818 | g_loss: 2.5949
Epoch [   21/   50] | d_loss: 0.1860 | g_loss: 4.0721
Epoch [   21/   50] | d_loss: 0.4264 | g_loss: 3.9726
Epoch [   21/   50] | d_loss: 0.3513 | g_loss: 1.7927
Epoch [   21/   50] | d_loss: 0.5005 | g_loss: 4.8191
Epoch [   21/   50] | d_loss: 0.4499 | g_loss: 2.5842
Epoch [   21/   50] | d_loss: 0.2449 | g_loss: 2.6595
Epoch [   21/   50] | d_loss: 0.3987 | g_loss: 0.3781
Epoch [   21/   50] | d_loss: 0.5261 | g_loss: 3.1015
Epoch [   21/   50] | d_loss: 0.1842 | g_loss: 2.5482
Epoch [   21/   50] | d_loss: 0.2453 | g_loss: 4.2546
Epoch [   21/   50] | d_loss: 0.3962 | g_loss: 2.4145
Epoch [   21/   50] | d_loss: 0.5543 | g_loss: 4.0734
Epoch [   21/   50] | d_loss: 0.2158 | g_loss: 2.0481
Epoch [   21/   50] | d_loss: 0.1511 | g_loss: 3.1139
Epoch [   21/   50] | d_loss: 0.0738 | g_loss: 2.0544
Epoch [   21/   50] | d_loss: 0.4229 | g_loss: 4.1472
Epoch [   21/   50] | d_loss: 0.2383 | g_loss: 2.0249
Epoch [   21/   50] | d_loss: 0.2537 | g_loss: 0.8269
Epoch [   21/   50] | d_loss: 0.1658 | g_loss: 4.2658
Epoch [   21/   50] | d_loss: 0.5178 | g_loss: 5.2042
Epoch [   21/   50] | d_loss: 0.5933 | g_loss: 2.7225
Epoch [   21/   50] | d_loss: 0.3096 | g_loss: 2.1147
Epoch [   21/   50] | d_loss: 0.2020 | g_loss: 2.2813
Epoch [   21/   50] | d_loss: 0.0770 | g_loss: 2.6875
Epoch [   21/   50] | d_loss: 0.1760 | g_loss: 3.3228
Epoch [   21/   50] | d_loss: 0.8490 | g_loss: 1.1443
Epoch [   21/   50] | d_loss: 0.0331 | g_loss: 2.7665
Epoch [   21/   50] | d_loss: 0.7740 | g_loss: 2.6374
Epoch [   21/   50] | d_loss: 0.4932 | g_loss: 3.4318
Epoch [   21/   50] | d_loss: 0.1542 | g_loss: 2.7695
Epoch [   21/   50] | d_loss: 0.2335 | g_loss: 2.7575
Epoch [   21/   50] | d_loss: 0.1496 | g_loss: 2.6071
Epoch [   21/   50] | d_loss: 0.2378 | g_loss: 3.9107
Epoch [   21/   50] | d_loss: 0.1445 | g_loss: 2.6711
Epoch [   21/   50] | d_loss: 0.2838 | g_loss: 1.6691
Epoch [   21/   50] | d_loss: 0.4419 | g_loss: 1.9424
Epoch [   21/   50] | d_loss: 0.2068 | g_loss: 1.9124
Epoch [   21/   50] | d_loss: 0.6026 | g_loss: 3.5284
Epoch [   22/   50] | d_loss: 0.1047 | g_loss: 3.0113
Epoch [   22/   50] | d_loss: 0.6136 | g_loss: 4.0648
Epoch [   22/   50] | d_loss: 0.1175 | g_loss: 1.5097
Epoch [   22/   50] | d_loss: 0.1671 | g_loss: 3.0655
Epoch [   22/   50] | d_loss: 0.1921 | g_loss: 2.3814
Epoch [   22/   50] | d_loss: 0.0726 | g_loss: 3.6119
Epoch [   22/   50] | d_loss: 0.3063 | g_loss: 1.4938
Epoch [   22/   50] | d_loss: 0.7701 | g_loss: 1.4350
Epoch [   22/   50] | d_loss: 0.3935 | g_loss: 2.0309
Epoch [   22/   50] | d_loss: 0.1731 | g_loss: 2.1911
Epoch [   22/   50] | d_loss: 0.6380 | g_loss: 0.5518
Epoch [   22/   50] | d_loss: 0.1804 | g_loss: 0.6009
Epoch [   22/   50] | d_loss: 0.2308 | g_loss: 2.7359
Epoch [   22/   50] | d_loss: 0.2047 | g_loss: 4.0925
Epoch [   22/   50] | d_loss: 0.3979 | g_loss: 2.2563
Epoch [   22/   50] | d_loss: 0.1938 | g_loss: 2.9131
Epoch [   22/   50] | d_loss: 0.8466 | g_loss: 1.7455
Epoch [   22/   50] | d_loss: 0.5344 | g_loss: 1.2027
Epoch [   22/   50] | d_loss: 0.3934 | g_loss: 2.1465
Epoch [   22/   50] | d_loss: 0.9310 | g_loss: 3.0051
Epoch [   22/   50] | d_loss: 0.3795 | g_loss: 3.0052
Epoch [   22/   50] | d_loss: 0.3648 | g_loss: 1.6299
Epoch [   22/   50] | d_loss: 0.6118 | g_loss: 4.8713
Epoch [   22/   50] | d_loss: 0.3006 | g_loss: 2.1271
Epoch [   22/   50] | d_loss: 0.1142 | g_loss: 1.9392
Epoch [   22/   50] | d_loss: 0.0821 | g_loss: 2.3870
Epoch [   22/   50] | d_loss: 0.3573 | g_loss: 2.7235
Epoch [   22/   50] | d_loss: 0.5164 | g_loss: 2.0339
Epoch [   22/   50] | d_loss: 0.4584 | g_loss: 2.5449
Epoch [   22/   50] | d_loss: 0.2816 | g_loss: 3.9873
Epoch [   22/   50] | d_loss: 0.6369 | g_loss: 2.7149
Epoch [   22/   50] | d_loss: 0.2749 | g_loss: 1.8526
Epoch [   22/   50] | d_loss: 0.3354 | g_loss: 1.4786
Epoch [   22/   50] | d_loss: 0.0604 | g_loss: 4.2148
Epoch [   22/   50] | d_loss: 0.2796 | g_loss: 2.6883
Epoch [   22/   50] | d_loss: 0.1296 | g_loss: 2.9874
Epoch [   22/   50] | d_loss: 0.1875 | g_loss: 3.1840
Epoch [   22/   50] | d_loss: 0.2800 | g_loss: 2.4051
Epoch [   22/   50] | d_loss: 0.2118 | g_loss: 2.1773
Epoch [   22/   50] | d_loss: 0.2241 | g_loss: 2.9796
Epoch [   22/   50] | d_loss: 0.3039 | g_loss: 2.9617
Epoch [   22/   50] | d_loss: 0.1737 | g_loss: 3.4584
Epoch [   22/   50] | d_loss: 0.3406 | g_loss: 2.5048
Epoch [   22/   50] | d_loss: 0.4319 | g_loss: 2.6956
Epoch [   22/   50] | d_loss: 0.1750 | g_loss: 1.0346
Epoch [   22/   50] | d_loss: 0.2407 | g_loss: 2.4617
Epoch [   22/   50] | d_loss: 0.3681 | g_loss: 2.4596
Epoch [   22/   50] | d_loss: 0.5045 | g_loss: 4.2737
Epoch [   22/   50] | d_loss: 0.2205 | g_loss: 3.4312
Epoch [   22/   50] | d_loss: 0.2298 | g_loss: 2.8845
Epoch [   22/   50] | d_loss: 0.1907 | g_loss: 1.6591
Epoch [   22/   50] | d_loss: 0.0945 | g_loss: 1.7346
Epoch [   22/   50] | d_loss: 0.3155 | g_loss: 0.8862
Epoch [   22/   50] | d_loss: 1.1672 | g_loss: 0.9045
Epoch [   22/   50] | d_loss: 0.3118 | g_loss: 4.0022
Epoch [   22/   50] | d_loss: 0.0780 | g_loss: 3.2142
Epoch [   22/   50] | d_loss: 1.0499 | g_loss: 5.8714
Epoch [   23/   50] | d_loss: 0.6815 | g_loss: 2.2520
Epoch [   23/   50] | d_loss: 0.2765 | g_loss: 2.5912
Epoch [   23/   50] | d_loss: 0.3448 | g_loss: 4.0367
Epoch [   23/   50] | d_loss: 0.2427 | g_loss: 1.1905
Epoch [   23/   50] | d_loss: 0.0858 | g_loss: 2.8466
Epoch [   23/   50] | d_loss: 0.9306 | g_loss: 5.0527
Epoch [   23/   50] | d_loss: 0.3938 | g_loss: 1.8237
Epoch [   23/   50] | d_loss: 0.0764 | g_loss: 2.3648
Epoch [   23/   50] | d_loss: 0.1855 | g_loss: 5.2088
Epoch [   23/   50] | d_loss: 0.1414 | g_loss: 2.0131
Epoch [   23/   50] | d_loss: 0.7853 | g_loss: 2.5951
Epoch [   23/   50] | d_loss: 0.6881 | g_loss: 1.5129
Epoch [   23/   50] | d_loss: 0.2933 | g_loss: 2.3930
Epoch [   23/   50] | d_loss: 0.1016 | g_loss: 2.8452
Epoch [   23/   50] | d_loss: 0.3861 | g_loss: 1.4946
Epoch [   23/   50] | d_loss: 0.4808 | g_loss: 2.7780
Epoch [   23/   50] | d_loss: 0.4387 | g_loss: 0.5514
Epoch [   23/   50] | d_loss: 0.0794 | g_loss: 2.9142
Epoch [   23/   50] | d_loss: 0.1191 | g_loss: 3.0276
Epoch [   23/   50] | d_loss: 0.1908 | g_loss: 1.0952
Epoch [   23/   50] | d_loss: 0.1549 | g_loss: 2.0171
Epoch [   23/   50] | d_loss: 0.2324 | g_loss: 2.9855
Epoch [   23/   50] | d_loss: 0.3206 | g_loss: 3.6947
Epoch [   23/   50] | d_loss: 0.4552 | g_loss: 4.1166
Epoch [   23/   50] | d_loss: 0.2440 | g_loss: 2.4269
Epoch [   23/   50] | d_loss: 0.1712 | g_loss: 2.9289
Epoch [   23/   50] | d_loss: 0.3257 | g_loss: 1.9811
Epoch [   23/   50] | d_loss: 0.2154 | g_loss: 3.1004
Epoch [   23/   50] | d_loss: 0.2564 | g_loss: 2.3965
Epoch [   23/   50] | d_loss: 0.1238 | g_loss: 3.2594
Epoch [   23/   50] | d_loss: 0.4588 | g_loss: 5.7065
Epoch [   23/   50] | d_loss: 0.1279 | g_loss: 2.0487
Epoch [   23/   50] | d_loss: 0.2487 | g_loss: 2.1484
Epoch [   23/   50] | d_loss: 0.1272 | g_loss: 3.4133
Epoch [   23/   50] | d_loss: 0.1600 | g_loss: 0.7473
Epoch [   23/   50] | d_loss: 0.1478 | g_loss: 4.6258
Epoch [   23/   50] | d_loss: 0.1056 | g_loss: 1.6401
Epoch [   23/   50] | d_loss: 0.2704 | g_loss: 2.6127
Epoch [   23/   50] | d_loss: 0.4043 | g_loss: 4.3384
Epoch [   23/   50] | d_loss: 0.6184 | g_loss: 3.8242
Epoch [   23/   50] | d_loss: 0.3140 | g_loss: 3.7789
Epoch [   23/   50] | d_loss: 0.1153 | g_loss: 2.5347
Epoch [   23/   50] | d_loss: 0.7312 | g_loss: 2.9951
Epoch [   23/   50] | d_loss: 0.3168 | g_loss: 2.1834
Epoch [   23/   50] | d_loss: 0.5164 | g_loss: 1.5797
Epoch [   23/   50] | d_loss: 0.4780 | g_loss: 1.2199
Epoch [   23/   50] | d_loss: 0.3060 | g_loss: 2.9175
Epoch [   23/   50] | d_loss: 0.0913 | g_loss: 1.6580
Epoch [   23/   50] | d_loss: 0.3696 | g_loss: 1.0715
Epoch [   23/   50] | d_loss: 0.1300 | g_loss: 3.0018
Epoch [   23/   50] | d_loss: 0.3975 | g_loss: 3.9092
Epoch [   23/   50] | d_loss: 0.4058 | g_loss: 2.2529
Epoch [   23/   50] | d_loss: 0.1307 | g_loss: 0.9747
Epoch [   23/   50] | d_loss: 0.0986 | g_loss: 4.2931
Epoch [   23/   50] | d_loss: 0.4283 | g_loss: 3.6573
Epoch [   23/   50] | d_loss: 0.0707 | g_loss: 4.8812
Epoch [   23/   50] | d_loss: 0.3403 | g_loss: 2.6657
Epoch [   24/   50] | d_loss: 0.3909 | g_loss: 2.9747
Epoch [   24/   50] | d_loss: 1.0883 | g_loss: 1.7480
Epoch [   24/   50] | d_loss: 0.6247 | g_loss: 0.3482
Epoch [   24/   50] | d_loss: 0.2293 | g_loss: 3.3570
Epoch [   24/   50] | d_loss: 0.2068 | g_loss: 0.9230
Epoch [   24/   50] | d_loss: 0.0201 | g_loss: 1.0407
Epoch [   24/   50] | d_loss: 0.2106 | g_loss: 3.2013
Epoch [   24/   50] | d_loss: 0.0600 | g_loss: 2.1459
Epoch [   24/   50] | d_loss: 0.2496 | g_loss: 3.2145
Epoch [   24/   50] | d_loss: 0.4676 | g_loss: 2.9248
Epoch [   24/   50] | d_loss: 0.6434 | g_loss: 0.9365
Epoch [   24/   50] | d_loss: 0.2899 | g_loss: 3.2591
Epoch [   24/   50] | d_loss: 1.0584 | g_loss: 0.8864
Epoch [   24/   50] | d_loss: 0.1575 | g_loss: 2.9269
Epoch [   24/   50] | d_loss: 0.2233 | g_loss: 2.2887
Epoch [   24/   50] | d_loss: 0.1755 | g_loss: 4.3175
Epoch [   24/   50] | d_loss: 0.4257 | g_loss: 2.3310
Epoch [   24/   50] | d_loss: 0.5936 | g_loss: 3.9329
Epoch [   24/   50] | d_loss: 0.2381 | g_loss: 3.9668
Epoch [   24/   50] | d_loss: 1.0064 | g_loss: 0.8778
Epoch [   24/   50] | d_loss: 0.6388 | g_loss: 3.2257
Epoch [   24/   50] | d_loss: 0.0748 | g_loss: 3.2157
Epoch [   24/   50] | d_loss: 0.4863 | g_loss: 3.6272
Epoch [   24/   50] | d_loss: 0.3161 | g_loss: 4.5357
Epoch [   24/   50] | d_loss: 0.3137 | g_loss: 5.3737
Epoch [   24/   50] | d_loss: 0.1903 | g_loss: 1.7262
Epoch [   24/   50] | d_loss: 0.5420 | g_loss: 1.8405
Epoch [   24/   50] | d_loss: 0.2216 | g_loss: 3.0442
Epoch [   24/   50] | d_loss: 0.1046 | g_loss: 2.5424
Epoch [   24/   50] | d_loss: 0.6078 | g_loss: 3.7116
Epoch [   24/   50] | d_loss: 0.5709 | g_loss: 3.3521
Epoch [   24/   50] | d_loss: 0.0449 | g_loss: 3.5340
Epoch [   24/   50] | d_loss: 0.1704 | g_loss: 2.8969
Epoch [   24/   50] | d_loss: 0.0787 | g_loss: 3.1460
Epoch [   24/   50] | d_loss: 0.1153 | g_loss: 2.4343
Epoch [   24/   50] | d_loss: 0.3419 | g_loss: 1.9802
Epoch [   24/   50] | d_loss: 0.2264 | g_loss: 3.1202
Epoch [   24/   50] | d_loss: 0.1157 | g_loss: 2.5883
Epoch [   24/   50] | d_loss: 0.1862 | g_loss: 3.5992
Epoch [   24/   50] | d_loss: 0.0524 | g_loss: 4.4009
Epoch [   24/   50] | d_loss: 0.0906 | g_loss: 2.7267
Epoch [   24/   50] | d_loss: 0.2582 | g_loss: 2.0783
Epoch [   24/   50] | d_loss: 0.3380 | g_loss: 0.8232
Epoch [   24/   50] | d_loss: 0.1600 | g_loss: 2.0559
Epoch [   24/   50] | d_loss: 0.2379 | g_loss: 2.6959
Epoch [   24/   50] | d_loss: 0.2992 | g_loss: 2.2273
Epoch [   24/   50] | d_loss: 0.0675 | g_loss: 2.0629
Epoch [   24/   50] | d_loss: 0.1430 | g_loss: 2.4556
Epoch [   24/   50] | d_loss: 0.7143 | g_loss: 1.2498
Epoch [   24/   50] | d_loss: 0.1289 | g_loss: 4.1719
Epoch [   24/   50] | d_loss: 0.1818 | g_loss: 4.3491
Epoch [   24/   50] | d_loss: 0.2376 | g_loss: 5.9097
Epoch [   24/   50] | d_loss: 0.3283 | g_loss: 5.0259
Epoch [   24/   50] | d_loss: 0.6659 | g_loss: 5.0152
Epoch [   24/   50] | d_loss: 0.5809 | g_loss: 4.0627
Epoch [   24/   50] | d_loss: 0.6543 | g_loss: 3.1280
Epoch [   24/   50] | d_loss: 0.9174 | g_loss: 1.3289
Epoch [   25/   50] | d_loss: 0.3737 | g_loss: 0.5245
Epoch [   25/   50] | d_loss: 0.0644 | g_loss: 3.2747
Epoch [   25/   50] | d_loss: 0.1016 | g_loss: 3.0567
Epoch [   25/   50] | d_loss: 0.1165 | g_loss: 3.6017
Epoch [   25/   50] | d_loss: 0.2664 | g_loss: 3.9770
Epoch [   25/   50] | d_loss: 0.3103 | g_loss: 2.9991
Epoch [   25/   50] | d_loss: 0.1125 | g_loss: 1.6548
Epoch [   25/   50] | d_loss: 0.0674 | g_loss: 2.5382
Epoch [   25/   50] | d_loss: 0.2008 | g_loss: 2.4554
Epoch [   25/   50] | d_loss: 0.4589 | g_loss: 2.1319
Epoch [   25/   50] | d_loss: 0.1420 | g_loss: 1.6436
Epoch [   25/   50] | d_loss: 0.1664 | g_loss: 3.4308
Epoch [   25/   50] | d_loss: 0.1813 | g_loss: 3.4082
Epoch [   25/   50] | d_loss: 0.1132 | g_loss: 2.3086
Epoch [   25/   50] | d_loss: 0.5908 | g_loss: 2.7065
Epoch [   25/   50] | d_loss: 1.1875 | g_loss: 4.4095
Epoch [   25/   50] | d_loss: 0.0533 | g_loss: 2.7786
Epoch [   25/   50] | d_loss: 0.3296 | g_loss: 4.2493
Epoch [   25/   50] | d_loss: 0.1553 | g_loss: 3.1091
Epoch [   25/   50] | d_loss: 0.1902 | g_loss: 2.9203
Epoch [   25/   50] | d_loss: 0.2926 | g_loss: 2.3219
Epoch [   25/   50] | d_loss: 0.1856 | g_loss: 2.4741
Epoch [   25/   50] | d_loss: 0.0552 | g_loss: 4.1582
Epoch [   25/   50] | d_loss: 0.1679 | g_loss: 2.4441
Epoch [   25/   50] | d_loss: 0.3334 | g_loss: 4.6402
Epoch [   25/   50] | d_loss: 0.0708 | g_loss: 2.7158
Epoch [   25/   50] | d_loss: 0.3108 | g_loss: 1.4740
Epoch [   25/   50] | d_loss: 0.2087 | g_loss: 0.9576
Epoch [   25/   50] | d_loss: 0.3698 | g_loss: 2.8321
Epoch [   25/   50] | d_loss: 1.4476 | g_loss: 2.8909
Epoch [   25/   50] | d_loss: 0.2954 | g_loss: 5.0516
Epoch [   25/   50] | d_loss: 0.2860 | g_loss: 1.5836
Epoch [   25/   50] | d_loss: 0.1986 | g_loss: 0.8705
Epoch [   25/   50] | d_loss: 0.2270 | g_loss: 4.5237
Epoch [   25/   50] | d_loss: 0.0509 | g_loss: 4.5392
Epoch [   25/   50] | d_loss: 0.2284 | g_loss: 4.1937
Epoch [   25/   50] | d_loss: 0.2521 | g_loss: 3.2069
Epoch [   25/   50] | d_loss: 0.1779 | g_loss: 3.9281
Epoch [   25/   50] | d_loss: 0.3051 | g_loss: 3.9166
Epoch [   25/   50] | d_loss: 0.4862 | g_loss: 3.7867
Epoch [   25/   50] | d_loss: 0.1502 | g_loss: 3.5093
Epoch [   25/   50] | d_loss: 0.2332 | g_loss: 2.1452
Epoch [   25/   50] | d_loss: 1.2547 | g_loss: 0.5041
Epoch [   25/   50] | d_loss: 0.5673 | g_loss: 4.8650
Epoch [   25/   50] | d_loss: 0.4266 | g_loss: 1.6596
Epoch [   25/   50] | d_loss: 0.8245 | g_loss: 0.7879
Epoch [   25/   50] | d_loss: 0.1659 | g_loss: 1.6234
Epoch [   25/   50] | d_loss: 0.2694 | g_loss: 3.8343
Epoch [   25/   50] | d_loss: 0.2747 | g_loss: 2.6596
Epoch [   25/   50] | d_loss: 0.5414 | g_loss: 3.3830
Epoch [   25/   50] | d_loss: 0.2081 | g_loss: 3.7886
Epoch [   25/   50] | d_loss: 0.2081 | g_loss: 2.2602
Epoch [   25/   50] | d_loss: 0.1085 | g_loss: 2.3356
Epoch [   25/   50] | d_loss: 0.1048 | g_loss: 1.5296
Epoch [   25/   50] | d_loss: 0.3758 | g_loss: 1.4884
Epoch [   25/   50] | d_loss: 0.1216 | g_loss: 3.8359
Epoch [   25/   50] | d_loss: 0.1283 | g_loss: 1.3032
Epoch [   26/   50] | d_loss: 0.3433 | g_loss: 3.0134
Epoch [   26/   50] | d_loss: 0.2378 | g_loss: 2.3506
Epoch [   26/   50] | d_loss: 0.1527 | g_loss: 5.1235
Epoch [   26/   50] | d_loss: 0.7517 | g_loss: 2.8402
Epoch [   26/   50] | d_loss: 0.3829 | g_loss: 3.1190
Epoch [   26/   50] | d_loss: 0.0167 | g_loss: 2.4935
Epoch [   26/   50] | d_loss: 0.3036 | g_loss: 3.3870
Epoch [   26/   50] | d_loss: 0.5202 | g_loss: 1.9772
Epoch [   26/   50] | d_loss: 0.0451 | g_loss: 3.3178
Epoch [   26/   50] | d_loss: 0.1151 | g_loss: 4.4316
Epoch [   26/   50] | d_loss: 0.2693 | g_loss: 4.7786
Epoch [   26/   50] | d_loss: 0.0499 | g_loss: 4.1625
Epoch [   26/   50] | d_loss: 0.3009 | g_loss: 1.9655
Epoch [   26/   50] | d_loss: 0.5783 | g_loss: 2.3566
Epoch [   26/   50] | d_loss: 0.4538 | g_loss: 0.5946
Epoch [   26/   50] | d_loss: 0.3190 | g_loss: 2.4970
Epoch [   26/   50] | d_loss: 0.1045 | g_loss: 2.6835
Epoch [   26/   50] | d_loss: 0.0934 | g_loss: 1.8632
Epoch [   26/   50] | d_loss: 0.3010 | g_loss: 1.9381
Epoch [   26/   50] | d_loss: 0.2409 | g_loss: 1.6822
Epoch [   26/   50] | d_loss: 0.3646 | g_loss: 3.2476
Epoch [   26/   50] | d_loss: 0.7700 | g_loss: 1.9470
Epoch [   26/   50] | d_loss: 0.1933 | g_loss: 3.5566
Epoch [   26/   50] | d_loss: 0.5947 | g_loss: 3.4205
Epoch [   26/   50] | d_loss: 0.1058 | g_loss: 1.9287
Epoch [   26/   50] | d_loss: 0.1645 | g_loss: 4.7398
Epoch [   26/   50] | d_loss: 0.8467 | g_loss: 1.8788
Epoch [   26/   50] | d_loss: 0.3615 | g_loss: 5.5509
Epoch [   26/   50] | d_loss: 0.0971 | g_loss: 2.5310
Epoch [   26/   50] | d_loss: 0.1303 | g_loss: 3.9889
Epoch [   26/   50] | d_loss: 0.3731 | g_loss: 1.5259
Epoch [   26/   50] | d_loss: 0.9954 | g_loss: 1.0927
Epoch [   26/   50] | d_loss: 0.1490 | g_loss: 3.4021
Epoch [   26/   50] | d_loss: 0.5744 | g_loss: 2.1627
Epoch [   26/   50] | d_loss: 0.2095 | g_loss: 2.4920
Epoch [   26/   50] | d_loss: 0.2758 | g_loss: 1.8555
Epoch [   26/   50] | d_loss: 0.0546 | g_loss: 5.0846
Epoch [   26/   50] | d_loss: 0.1912 | g_loss: 4.8283
Epoch [   26/   50] | d_loss: 0.6616 | g_loss: 1.4080
Epoch [   26/   50] | d_loss: 0.3206 | g_loss: 0.6582
Epoch [   26/   50] | d_loss: 0.1452 | g_loss: 1.8950
Epoch [   26/   50] | d_loss: 0.1811 | g_loss: 3.0199
Epoch [   26/   50] | d_loss: 0.1216 | g_loss: 2.3059
Epoch [   26/   50] | d_loss: 1.1515 | g_loss: 0.8961
Epoch [   26/   50] | d_loss: 0.0530 | g_loss: 2.7605
Epoch [   26/   50] | d_loss: 2.1664 | g_loss: 4.2223
Epoch [   26/   50] | d_loss: 0.3822 | g_loss: 1.6850
Epoch [   26/   50] | d_loss: 0.2371 | g_loss: 1.2905
Epoch [   26/   50] | d_loss: 0.2323 | g_loss: 3.3042
Epoch [   26/   50] | d_loss: 0.1605 | g_loss: 4.9382
Epoch [   26/   50] | d_loss: 0.2320 | g_loss: 3.2397
Epoch [   26/   50] | d_loss: 0.3439 | g_loss: 2.6146
Epoch [   26/   50] | d_loss: 0.1878 | g_loss: 4.6060
Epoch [   26/   50] | d_loss: 0.3501 | g_loss: 4.0882
Epoch [   26/   50] | d_loss: 0.9794 | g_loss: 2.9598
Epoch [   26/   50] | d_loss: 0.8024 | g_loss: 1.2380
Epoch [   26/   50] | d_loss: 0.9945 | g_loss: 4.5825
Epoch [   27/   50] | d_loss: 0.4400 | g_loss: 1.6967
Epoch [   27/   50] | d_loss: 0.8359 | g_loss: 3.6246
Epoch [   27/   50] | d_loss: 0.3119 | g_loss: 3.4089
Epoch [   27/   50] | d_loss: 0.0905 | g_loss: 2.8038
Epoch [   27/   50] | d_loss: 0.2980 | g_loss: 3.2016
Epoch [   27/   50] | d_loss: 0.3020 | g_loss: 2.1323
Epoch [   27/   50] | d_loss: 0.2113 | g_loss: 4.0862
Epoch [   27/   50] | d_loss: 1.1138 | g_loss: 2.8067
Epoch [   27/   50] | d_loss: 0.3530 | g_loss: 1.9483
Epoch [   27/   50] | d_loss: 0.2850 | g_loss: 2.7507
Epoch [   27/   50] | d_loss: 0.1269 | g_loss: 2.2063
Epoch [   27/   50] | d_loss: 0.5413 | g_loss: 2.4665
Epoch [   27/   50] | d_loss: 0.1003 | g_loss: 5.3552
Epoch [   27/   50] | d_loss: 0.2600 | g_loss: 1.4009
Epoch [   27/   50] | d_loss: 0.3337 | g_loss: 1.1841
Epoch [   27/   50] | d_loss: 0.2976 | g_loss: 5.0722
Epoch [   27/   50] | d_loss: 1.2716 | g_loss: 4.9318
Epoch [   27/   50] | d_loss: 0.3441 | g_loss: 2.2514
Epoch [   27/   50] | d_loss: 0.2858 | g_loss: 3.6200
Epoch [   27/   50] | d_loss: 0.2624 | g_loss: 5.0959
Epoch [   27/   50] | d_loss: 0.1727 | g_loss: 2.4977
Epoch [   27/   50] | d_loss: 0.3494 | g_loss: 2.9397
Epoch [   27/   50] | d_loss: 0.1504 | g_loss: 2.7653
Epoch [   27/   50] | d_loss: 0.3863 | g_loss: 3.9217
Epoch [   27/   50] | d_loss: 1.0244 | g_loss: 1.9257
Epoch [   27/   50] | d_loss: 0.5349 | g_loss: 3.3262
Epoch [   27/   50] | d_loss: 0.2269 | g_loss: 3.1421
Epoch [   27/   50] | d_loss: 0.1287 | g_loss: 2.6048
Epoch [   27/   50] | d_loss: 0.1400 | g_loss: 4.0188
Epoch [   27/   50] | d_loss: 0.6659 | g_loss: 5.7929
Epoch [   27/   50] | d_loss: 0.2954 | g_loss: 1.9674
Epoch [   27/   50] | d_loss: 0.4279 | g_loss: 1.6733
Epoch [   27/   50] | d_loss: 0.1761 | g_loss: 2.6518
Epoch [   27/   50] | d_loss: 0.3007 | g_loss: 2.6164
Epoch [   27/   50] | d_loss: 0.1268 | g_loss: 3.2240
Epoch [   27/   50] | d_loss: 0.2526 | g_loss: 2.0321
Epoch [   27/   50] | d_loss: 0.1694 | g_loss: 3.6563
Epoch [   27/   50] | d_loss: 0.5410 | g_loss: 1.8674
Epoch [   27/   50] | d_loss: 0.4643 | g_loss: 3.2236
Epoch [   27/   50] | d_loss: 0.1876 | g_loss: 1.6970
Epoch [   27/   50] | d_loss: 0.0931 | g_loss: 2.8177
Epoch [   27/   50] | d_loss: 0.3715 | g_loss: 2.8091
Epoch [   27/   50] | d_loss: 0.3014 | g_loss: 4.1160
Epoch [   27/   50] | d_loss: 0.6996 | g_loss: 3.0740
Epoch [   27/   50] | d_loss: 0.0465 | g_loss: 5.0293
Epoch [   27/   50] | d_loss: 0.4262 | g_loss: 4.2798
Epoch [   27/   50] | d_loss: 0.3253 | g_loss: 4.2300
Epoch [   27/   50] | d_loss: 0.4911 | g_loss: 3.2401
Epoch [   27/   50] | d_loss: 0.2577 | g_loss: 2.4054
Epoch [   27/   50] | d_loss: 0.3044 | g_loss: 3.9512
Epoch [   27/   50] | d_loss: 1.0209 | g_loss: 0.6474
Epoch [   27/   50] | d_loss: 0.1247 | g_loss: 3.8536
Epoch [   27/   50] | d_loss: 0.1138 | g_loss: 2.9429
Epoch [   27/   50] | d_loss: 0.1165 | g_loss: 3.5711
Epoch [   27/   50] | d_loss: 0.3772 | g_loss: 1.7828
Epoch [   27/   50] | d_loss: 0.0678 | g_loss: 3.2966
Epoch [   27/   50] | d_loss: 0.3931 | g_loss: 1.8322
Epoch [   28/   50] | d_loss: 0.8949 | g_loss: 7.1007
Epoch [   28/   50] | d_loss: 0.7721 | g_loss: 1.7624
Epoch [   28/   50] | d_loss: 0.3008 | g_loss: 1.7585
Epoch [   28/   50] | d_loss: 0.2661 | g_loss: 4.6652
Epoch [   28/   50] | d_loss: 0.2947 | g_loss: 1.2514
Epoch [   28/   50] | d_loss: 0.1865 | g_loss: 3.5749
Epoch [   28/   50] | d_loss: 0.2168 | g_loss: 2.5405
Epoch [   28/   50] | d_loss: 0.2809 | g_loss: 1.8338
Epoch [   28/   50] | d_loss: 0.1475 | g_loss: 3.0660
Epoch [   28/   50] | d_loss: 0.4683 | g_loss: 1.8040
Epoch [   28/   50] | d_loss: 0.3086 | g_loss: 3.2839
Epoch [   28/   50] | d_loss: 0.6631 | g_loss: 1.4804
Epoch [   28/   50] | d_loss: 0.0588 | g_loss: 3.6917
Epoch [   28/   50] | d_loss: 0.3903 | g_loss: 3.5045
Epoch [   28/   50] | d_loss: 0.2770 | g_loss: 3.0084
Epoch [   28/   50] | d_loss: 0.1477 | g_loss: 1.9994
Epoch [   28/   50] | d_loss: 0.1410 | g_loss: 1.7005
Epoch [   28/   50] | d_loss: 0.4977 | g_loss: 3.3793
Epoch [   28/   50] | d_loss: 0.2392 | g_loss: 2.0503
Epoch [   28/   50] | d_loss: 0.2076 | g_loss: 1.8227
Epoch [   28/   50] | d_loss: 0.0432 | g_loss: 1.8977
Epoch [   28/   50] | d_loss: 0.1493 | g_loss: 2.7335
Epoch [   28/   50] | d_loss: 0.1186 | g_loss: 2.5021
Epoch [   28/   50] | d_loss: 1.1604 | g_loss: 3.2408
Epoch [   28/   50] | d_loss: 0.0980 | g_loss: 2.1837
Epoch [   28/   50] | d_loss: 0.0935 | g_loss: 1.5321
Epoch [   28/   50] | d_loss: 0.1329 | g_loss: 2.5386
Epoch [   28/   50] | d_loss: 0.1754 | g_loss: 2.6098
Epoch [   28/   50] | d_loss: 0.0304 | g_loss: 3.0304
Epoch [   28/   50] | d_loss: 0.0703 | g_loss: 5.7096
Epoch [   28/   50] | d_loss: 0.5532 | g_loss: 3.9123
Epoch [   28/   50] | d_loss: 0.1263 | g_loss: 2.1178
Epoch [   28/   50] | d_loss: 0.5239 | g_loss: 2.5441
Epoch [   28/   50] | d_loss: 0.1388 | g_loss: 3.4709
Epoch [   28/   50] | d_loss: 1.6706 | g_loss: 4.7874
Epoch [   28/   50] | d_loss: 0.2345 | g_loss: 1.1903
Epoch [   28/   50] | d_loss: 0.4220 | g_loss: 3.3694
Epoch [   28/   50] | d_loss: 0.2011 | g_loss: 3.1026
Epoch [   28/   50] | d_loss: 0.2850 | g_loss: 2.3128
Epoch [   28/   50] | d_loss: 0.5014 | g_loss: 1.8012
Epoch [   28/   50] | d_loss: 0.1843 | g_loss: 3.3159
Epoch [   28/   50] | d_loss: 0.1646 | g_loss: 3.5017
Epoch [   28/   50] | d_loss: 0.0454 | g_loss: 1.2002
Epoch [   28/   50] | d_loss: 0.2034 | g_loss: 4.3829
Epoch [   28/   50] | d_loss: 0.1342 | g_loss: 4.1394
Epoch [   28/   50] | d_loss: 0.1379 | g_loss: 3.1425
Epoch [   28/   50] | d_loss: 0.1736 | g_loss: 1.0880
Epoch [   28/   50] | d_loss: 0.2545 | g_loss: 3.5541
Epoch [   28/   50] | d_loss: 0.1441 | g_loss: 2.0133
Epoch [   28/   50] | d_loss: 0.0778 | g_loss: 0.7849
Epoch [   28/   50] | d_loss: 0.1691 | g_loss: 2.8763
Epoch [   28/   50] | d_loss: 0.4073 | g_loss: 1.5366
Epoch [   28/   50] | d_loss: 0.2084 | g_loss: 2.3075
Epoch [   28/   50] | d_loss: 0.3036 | g_loss: 4.1684
Epoch [   28/   50] | d_loss: 0.4975 | g_loss: 5.7506
Epoch [   28/   50] | d_loss: 0.7364 | g_loss: 3.6471
Epoch [   28/   50] | d_loss: 0.0729 | g_loss: 1.8276
Epoch [   29/   50] | d_loss: 0.0618 | g_loss: 1.8712
Epoch [   29/   50] | d_loss: 0.1651 | g_loss: 3.2404
Epoch [   29/   50] | d_loss: 0.5864 | g_loss: 3.2876
Epoch [   29/   50] | d_loss: 0.6776 | g_loss: 2.6343
Epoch [   29/   50] | d_loss: 0.3917 | g_loss: 1.3541
Epoch [   29/   50] | d_loss: 0.3485 | g_loss: 4.0940
Epoch [   29/   50] | d_loss: 0.2866 | g_loss: 4.5161
Epoch [   29/   50] | d_loss: 0.0451 | g_loss: 1.0849
Epoch [   29/   50] | d_loss: 0.1459 | g_loss: 3.5572
Epoch [   29/   50] | d_loss: 0.8309 | g_loss: 3.1089
Epoch [   29/   50] | d_loss: 0.2759 | g_loss: 1.7307
Epoch [   29/   50] | d_loss: 0.1790 | g_loss: 1.9849
Epoch [   29/   50] | d_loss: 0.0820 | g_loss: 3.0869
Epoch [   29/   50] | d_loss: 0.1312 | g_loss: 1.1726
Epoch [   29/   50] | d_loss: 0.5658 | g_loss: 5.8195
Epoch [   29/   50] | d_loss: 0.0920 | g_loss: 1.9457
Epoch [   29/   50] | d_loss: 0.8077 | g_loss: 3.0427
Epoch [   29/   50] | d_loss: 0.1702 | g_loss: 3.6767
Epoch [   29/   50] | d_loss: 0.2964 | g_loss: 2.7114
Epoch [   29/   50] | d_loss: 2.3226 | g_loss: 0.3846
Epoch [   29/   50] | d_loss: 0.3469 | g_loss: 2.9977
Epoch [   29/   50] | d_loss: 0.1968 | g_loss: 3.9485
Epoch [   29/   50] | d_loss: 0.1035 | g_loss: 4.0119
Epoch [   29/   50] | d_loss: 0.1398 | g_loss: 2.8489
Epoch [   29/   50] | d_loss: 0.2768 | g_loss: 3.7103
Epoch [   29/   50] | d_loss: 0.1268 | g_loss: 5.9274
Epoch [   29/   50] | d_loss: 0.6792 | g_loss: 2.9209
Epoch [   29/   50] | d_loss: 0.4395 | g_loss: 3.2107
Epoch [   29/   50] | d_loss: 0.2023 | g_loss: 1.7522
Epoch [   29/   50] | d_loss: 0.2734 | g_loss: 1.9517
Epoch [   29/   50] | d_loss: 0.2044 | g_loss: 4.9087
Epoch [   29/   50] | d_loss: 0.7045 | g_loss: 1.9563
Epoch [   29/   50] | d_loss: 0.1807 | g_loss: 4.2990
Epoch [   29/   50] | d_loss: 0.9823 | g_loss: 4.6519
Epoch [   29/   50] | d_loss: 0.7784 | g_loss: 4.0957
Epoch [   29/   50] | d_loss: 0.2859 | g_loss: 2.9932
Epoch [   29/   50] | d_loss: 0.0993 | g_loss: 3.1673
Epoch [   29/   50] | d_loss: 0.3298 | g_loss: 3.9712
Epoch [   29/   50] | d_loss: 0.3029 | g_loss: 3.9231
Epoch [   29/   50] | d_loss: 0.7763 | g_loss: 0.7557
Epoch [   29/   50] | d_loss: 0.1108 | g_loss: 0.8359
Epoch [   29/   50] | d_loss: 0.1498 | g_loss: 2.8168
Epoch [   29/   50] | d_loss: 0.2867 | g_loss: 1.1182
Epoch [   29/   50] | d_loss: 1.0047 | g_loss: 7.2193
Epoch [   29/   50] | d_loss: 0.3119 | g_loss: 4.1488
Epoch [   29/   50] | d_loss: 0.1370 | g_loss: 2.9205
Epoch [   29/   50] | d_loss: 0.2467 | g_loss: 3.0191
Epoch [   29/   50] | d_loss: 0.0733 | g_loss: 2.8851
Epoch [   29/   50] | d_loss: 0.2336 | g_loss: 2.9786
Epoch [   29/   50] | d_loss: 0.4166 | g_loss: 2.1844
Epoch [   29/   50] | d_loss: 0.0385 | g_loss: 5.9384
Epoch [   29/   50] | d_loss: 0.1907 | g_loss: 2.3694
Epoch [   29/   50] | d_loss: 0.2727 | g_loss: 1.2797
Epoch [   29/   50] | d_loss: 0.1175 | g_loss: 1.8218
Epoch [   29/   50] | d_loss: 0.0364 | g_loss: 4.3408
Epoch [   29/   50] | d_loss: 0.2005 | g_loss: 3.1426
Epoch [   29/   50] | d_loss: 0.1264 | g_loss: 1.8825
Epoch [   30/   50] | d_loss: 0.1291 | g_loss: 2.9443
Epoch [   30/   50] | d_loss: 0.1584 | g_loss: 1.5700
Epoch [   30/   50] | d_loss: 1.1266 | g_loss: 1.4632
Epoch [   30/   50] | d_loss: 0.2640 | g_loss: 2.3615
Epoch [   30/   50] | d_loss: 0.1724 | g_loss: 1.9574
Epoch [   30/   50] | d_loss: 0.2001 | g_loss: 1.8789
Epoch [   30/   50] | d_loss: 0.1919 | g_loss: 1.3680
Epoch [   30/   50] | d_loss: 0.2039 | g_loss: 4.3990
Epoch [   30/   50] | d_loss: 0.1928 | g_loss: 2.7924
Epoch [   30/   50] | d_loss: 0.3652 | g_loss: 2.1309
Epoch [   30/   50] | d_loss: 0.3960 | g_loss: 2.9469
Epoch [   30/   50] | d_loss: 0.4106 | g_loss: 3.0139
Epoch [   30/   50] | d_loss: 0.5790 | g_loss: 2.5105
Epoch [   30/   50] | d_loss: 0.1185 | g_loss: 3.7927
Epoch [   30/   50] | d_loss: 0.3635 | g_loss: 5.9045
Epoch [   30/   50] | d_loss: 0.4161 | g_loss: 3.2805
Epoch [   30/   50] | d_loss: 0.2150 | g_loss: 4.3874
Epoch [   30/   50] | d_loss: 0.2262 | g_loss: 4.0001
Epoch [   30/   50] | d_loss: 0.2051 | g_loss: 3.2385
Epoch [   30/   50] | d_loss: 0.3545 | g_loss: 3.8019
Epoch [   30/   50] | d_loss: 1.3227 | g_loss: 1.1827
Epoch [   30/   50] | d_loss: 0.4963 | g_loss: 4.6770
Epoch [   30/   50] | d_loss: 0.0945 | g_loss: 1.8612
Epoch [   30/   50] | d_loss: 0.6160 | g_loss: 2.5454
Epoch [   30/   50] | d_loss: 0.4372 | g_loss: 1.8326
Epoch [   30/   50] | d_loss: 0.2872 | g_loss: 2.8755
Epoch [   30/   50] | d_loss: 0.1645 | g_loss: 4.6048
Epoch [   30/   50] | d_loss: 0.4120 | g_loss: 2.1693
Epoch [   30/   50] | d_loss: 0.2127 | g_loss: 2.0865
Epoch [   30/   50] | d_loss: 0.1720 | g_loss: 2.2002
Epoch [   30/   50] | d_loss: 0.2543 | g_loss: 2.3518
Epoch [   30/   50] | d_loss: 0.0803 | g_loss: 3.9972
Epoch [   30/   50] | d_loss: 0.9371 | g_loss: 3.2313
Epoch [   30/   50] | d_loss: 0.1266 | g_loss: 4.0343
Epoch [   30/   50] | d_loss: 1.3566 | g_loss: 1.4052
Epoch [   30/   50] | d_loss: 0.7737 | g_loss: 3.7222
Epoch [   30/   50] | d_loss: 0.4084 | g_loss: 3.2029
Epoch [   30/   50] | d_loss: 0.1761 | g_loss: 4.2533
Epoch [   30/   50] | d_loss: 0.0816 | g_loss: 4.0726
Epoch [   30/   50] | d_loss: 0.1197 | g_loss: 1.3492
Epoch [   30/   50] | d_loss: 0.1539 | g_loss: 1.0178
Epoch [   30/   50] | d_loss: 0.4027 | g_loss: 3.1179
Epoch [   30/   50] | d_loss: 0.1734 | g_loss: 2.0493
Epoch [   30/   50] | d_loss: 0.0397 | g_loss: 3.6459
Epoch [   30/   50] | d_loss: 0.1602 | g_loss: 2.9453
Epoch [   30/   50] | d_loss: 0.2525 | g_loss: 3.7398
Epoch [   30/   50] | d_loss: 0.0986 | g_loss: 2.8125
Epoch [   30/   50] | d_loss: 0.0620 | g_loss: 1.5315
Epoch [   30/   50] | d_loss: 0.0808 | g_loss: 1.6642
Epoch [   30/   50] | d_loss: 0.2695 | g_loss: 1.9832
Epoch [   30/   50] | d_loss: 0.3399 | g_loss: 2.2652
Epoch [   30/   50] | d_loss: 0.0741 | g_loss: 5.7473
Epoch [   30/   50] | d_loss: 0.2133 | g_loss: 3.0463
Epoch [   30/   50] | d_loss: 0.2275 | g_loss: 3.0525
Epoch [   30/   50] | d_loss: 0.3019 | g_loss: 2.7558
Epoch [   30/   50] | d_loss: 0.2092 | g_loss: 4.3067
Epoch [   30/   50] | d_loss: 0.3265 | g_loss: 3.6852
Epoch [   31/   50] | d_loss: 0.3648 | g_loss: 4.2130
Epoch [   31/   50] | d_loss: 0.7416 | g_loss: 3.3434
Epoch [   31/   50] | d_loss: 0.1284 | g_loss: 3.1469
Epoch [   31/   50] | d_loss: 0.3883 | g_loss: 2.5890
Epoch [   31/   50] | d_loss: 0.1644 | g_loss: 3.6743
Epoch [   31/   50] | d_loss: 0.5415 | g_loss: 5.2472
Epoch [   31/   50] | d_loss: 0.1945 | g_loss: 2.1715
Epoch [   31/   50] | d_loss: 0.0506 | g_loss: 2.3142
Epoch [   31/   50] | d_loss: 0.1523 | g_loss: 3.8671
Epoch [   31/   50] | d_loss: 0.1492 | g_loss: 2.9151
Epoch [   31/   50] | d_loss: 0.2471 | g_loss: 2.6695
Epoch [   31/   50] | d_loss: 0.1540 | g_loss: 3.9137
Epoch [   31/   50] | d_loss: 0.1220 | g_loss: 1.1988
Epoch [   31/   50] | d_loss: 0.0968 | g_loss: 3.4203
Epoch [   31/   50] | d_loss: 0.1085 | g_loss: 3.6296
Epoch [   31/   50] | d_loss: 0.0475 | g_loss: 2.1152
Epoch [   31/   50] | d_loss: 0.4372 | g_loss: 3.5224
Epoch [   31/   50] | d_loss: 0.2930 | g_loss: 2.9067
Epoch [   31/   50] | d_loss: 0.0344 | g_loss: 2.0389
Epoch [   31/   50] | d_loss: 0.1338 | g_loss: 5.4329
Epoch [   31/   50] | d_loss: 0.3188 | g_loss: 1.3080
Epoch [   31/   50] | d_loss: 0.0972 | g_loss: 2.9527
Epoch [   31/   50] | d_loss: 0.1474 | g_loss: 2.6553
Epoch [   31/   50] | d_loss: 0.1009 | g_loss: 5.3084
Epoch [   31/   50] | d_loss: 0.1205 | g_loss: 3.3031
Epoch [   31/   50] | d_loss: 0.1148 | g_loss: 2.4296
Epoch [   31/   50] | d_loss: 0.1314 | g_loss: 2.2353
Epoch [   31/   50] | d_loss: 0.3677 | g_loss: 4.6541
Epoch [   31/   50] | d_loss: 0.3358 | g_loss: 4.0122
Epoch [   31/   50] | d_loss: 0.1866 | g_loss: 5.6780
Epoch [   31/   50] | d_loss: 0.0659 | g_loss: 4.5826
Epoch [   31/   50] | d_loss: 0.4578 | g_loss: 2.0186
Epoch [   31/   50] | d_loss: 0.2707 | g_loss: 1.2560
Epoch [   31/   50] | d_loss: 0.1245 | g_loss: 1.9540
Epoch [   31/   50] | d_loss: 0.6922 | g_loss: 1.0406
Epoch [   31/   50] | d_loss: 0.1982 | g_loss: 3.1908
Epoch [   31/   50] | d_loss: 0.1382 | g_loss: 2.8004
Epoch [   31/   50] | d_loss: 0.2514 | g_loss: 4.7591
Epoch [   31/   50] | d_loss: 0.2140 | g_loss: 4.2146
Epoch [   31/   50] | d_loss: 0.1302 | g_loss: 3.2372
Epoch [   31/   50] | d_loss: 0.3528 | g_loss: 2.2115
Epoch [   31/   50] | d_loss: 0.2599 | g_loss: 2.7869
Epoch [   31/   50] | d_loss: 0.0700 | g_loss: 4.3768
Epoch [   31/   50] | d_loss: 0.0966 | g_loss: 2.4562
Epoch [   31/   50] | d_loss: 0.0353 | g_loss: 5.9256
Epoch [   31/   50] | d_loss: 0.5776 | g_loss: 1.0401
Epoch [   31/   50] | d_loss: 0.9400 | g_loss: 0.7577
Epoch [   31/   50] | d_loss: 0.5280 | g_loss: 2.0564
Epoch [   31/   50] | d_loss: 0.1918 | g_loss: 2.8038
Epoch [   31/   50] | d_loss: 0.6391 | g_loss: 3.2426
Epoch [   31/   50] | d_loss: 0.0356 | g_loss: 3.2416
Epoch [   31/   50] | d_loss: 0.1979 | g_loss: 3.8310
Epoch [   31/   50] | d_loss: 0.2482 | g_loss: 3.4400
Epoch [   31/   50] | d_loss: 0.0721 | g_loss: 2.6869
Epoch [   31/   50] | d_loss: 0.0442 | g_loss: 4.2029
Epoch [   31/   50] | d_loss: 0.1871 | g_loss: 3.8205
Epoch [   31/   50] | d_loss: 0.0869 | g_loss: 4.4512
Epoch [   32/   50] | d_loss: 0.1974 | g_loss: 2.0859
Epoch [   32/   50] | d_loss: 0.1013 | g_loss: 3.8172
Epoch [   32/   50] | d_loss: 0.5444 | g_loss: 3.8860
Epoch [   32/   50] | d_loss: 0.1174 | g_loss: 2.3160
Epoch [   32/   50] | d_loss: 0.0645 | g_loss: 4.1971
Epoch [   32/   50] | d_loss: 0.2701 | g_loss: 3.6659
Epoch [   32/   50] | d_loss: 0.3194 | g_loss: 4.2964
Epoch [   32/   50] | d_loss: 0.0798 | g_loss: 1.3514
Epoch [   32/   50] | d_loss: 0.4547 | g_loss: 2.9417
Epoch [   32/   50] | d_loss: 0.4524 | g_loss: 3.0786
Epoch [   32/   50] | d_loss: 0.0974 | g_loss: 1.9901
Epoch [   32/   50] | d_loss: 0.5185 | g_loss: 1.1647
Epoch [   32/   50] | d_loss: 0.1651 | g_loss: 4.9590
Epoch [   32/   50] | d_loss: 0.4803 | g_loss: 3.3869
Epoch [   32/   50] | d_loss: 0.1850 | g_loss: 2.3413
Epoch [   32/   50] | d_loss: 0.2898 | g_loss: 1.3705
Epoch [   32/   50] | d_loss: 0.1514 | g_loss: 2.8931
Epoch [   32/   50] | d_loss: 0.3742 | g_loss: 4.6044
Epoch [   32/   50] | d_loss: 0.0805 | g_loss: 2.7468
Epoch [   32/   50] | d_loss: 0.0885 | g_loss: 2.5477
Epoch [   32/   50] | d_loss: 0.3706 | g_loss: 2.4757
Epoch [   32/   50] | d_loss: 0.1628 | g_loss: 2.0450
Epoch [   32/   50] | d_loss: 0.2084 | g_loss: 3.8228
Epoch [   32/   50] | d_loss: 0.2062 | g_loss: 2.5462
Epoch [   32/   50] | d_loss: 0.0672 | g_loss: 2.5346
Epoch [   32/   50] | d_loss: 0.1734 | g_loss: 1.8651
Epoch [   32/   50] | d_loss: 0.2646 | g_loss: 2.0558
Epoch [   32/   50] | d_loss: 0.4229 | g_loss: 2.5582
Epoch [   32/   50] | d_loss: 0.3621 | g_loss: 3.6997
Epoch [   32/   50] | d_loss: 0.1060 | g_loss: 2.1383
Epoch [   32/   50] | d_loss: 0.1268 | g_loss: 3.2484
Epoch [   32/   50] | d_loss: 0.3949 | g_loss: 2.2730
Epoch [   32/   50] | d_loss: 0.1644 | g_loss: 1.9153
Epoch [   32/   50] | d_loss: 0.1535 | g_loss: 2.0423
Epoch [   32/   50] | d_loss: 0.1216 | g_loss: 2.4157
Epoch [   32/   50] | d_loss: 0.3866 | g_loss: 4.2517
Epoch [   32/   50] | d_loss: 0.4876 | g_loss: 4.2892
Epoch [   32/   50] | d_loss: 0.1590 | g_loss: 2.1146
Epoch [   32/   50] | d_loss: 0.5902 | g_loss: 3.6851
Epoch [   32/   50] | d_loss: 0.3240 | g_loss: 4.6088
Epoch [   32/   50] | d_loss: 0.1303 | g_loss: 3.1221
Epoch [   32/   50] | d_loss: 0.3323 | g_loss: 2.8444
Epoch [   32/   50] | d_loss: 0.4619 | g_loss: 2.8369
Epoch [   32/   50] | d_loss: 0.2300 | g_loss: 2.1323
Epoch [   32/   50] | d_loss: 0.0787 | g_loss: 1.2955
Epoch [   32/   50] | d_loss: 0.1638 | g_loss: 2.8623
Epoch [   32/   50] | d_loss: 0.0616 | g_loss: 2.0470
Epoch [   32/   50] | d_loss: 0.4417 | g_loss: 5.2837
Epoch [   32/   50] | d_loss: 0.3968 | g_loss: 2.6359
Epoch [   32/   50] | d_loss: 0.6950 | g_loss: 3.5474
Epoch [   32/   50] | d_loss: 0.0937 | g_loss: 1.4257
Epoch [   32/   50] | d_loss: 0.0458 | g_loss: 4.1049
Epoch [   32/   50] | d_loss: 0.3061 | g_loss: 3.4658
Epoch [   32/   50] | d_loss: 0.1962 | g_loss: 1.1270
Epoch [   32/   50] | d_loss: 0.1271 | g_loss: 4.3971
Epoch [   32/   50] | d_loss: 0.0351 | g_loss: 3.8812
Epoch [   32/   50] | d_loss: 0.2560 | g_loss: 4.1991
Epoch [   33/   50] | d_loss: 0.6423 | g_loss: 3.9334
Epoch [   33/   50] | d_loss: 0.1842 | g_loss: 2.8967
Epoch [   33/   50] | d_loss: 0.3483 | g_loss: 5.1758
Epoch [   33/   50] | d_loss: 0.1430 | g_loss: 2.6060
Epoch [   33/   50] | d_loss: 0.1831 | g_loss: 4.1124
Epoch [   33/   50] | d_loss: 0.3075 | g_loss: 2.2731
Epoch [   33/   50] | d_loss: 0.0679 | g_loss: 4.9232
Epoch [   33/   50] | d_loss: 0.3438 | g_loss: 2.5445
Epoch [   33/   50] | d_loss: 0.0685 | g_loss: 1.5673
Epoch [   33/   50] | d_loss: 0.1047 | g_loss: 1.1285
Epoch [   33/   50] | d_loss: 0.1396 | g_loss: 3.3906
Epoch [   33/   50] | d_loss: 0.1071 | g_loss: 3.7171
Epoch [   33/   50] | d_loss: 0.0691 | g_loss: 2.8364
Epoch [   33/   50] | d_loss: 0.2187 | g_loss: 4.0838
Epoch [   33/   50] | d_loss: 0.1166 | g_loss: 2.9875
Epoch [   33/   50] | d_loss: 0.5254 | g_loss: 3.8867
Epoch [   33/   50] | d_loss: 0.0525 | g_loss: 3.7157
Epoch [   33/   50] | d_loss: 0.0589 | g_loss: 1.9434
Epoch [   33/   50] | d_loss: 0.1304 | g_loss: 3.0794
Epoch [   33/   50] | d_loss: 0.1595 | g_loss: 4.3295
Epoch [   33/   50] | d_loss: 0.1681 | g_loss: 2.6895
Epoch [   33/   50] | d_loss: 0.1028 | g_loss: 3.0330
Epoch [   33/   50] | d_loss: 0.2808 | g_loss: 3.4882
Epoch [   33/   50] | d_loss: 0.2907 | g_loss: 5.0911
Epoch [   33/   50] | d_loss: 0.1204 | g_loss: 1.8419
Epoch [   33/   50] | d_loss: 0.4474 | g_loss: 1.6327
Epoch [   33/   50] | d_loss: 0.3968 | g_loss: 1.9103
Epoch [   33/   50] | d_loss: 0.1630 | g_loss: 2.0341
Epoch [   33/   50] | d_loss: 0.1430 | g_loss: 4.0952
Epoch [   33/   50] | d_loss: 0.1343 | g_loss: 3.0789
Epoch [   33/   50] | d_loss: 0.0511 | g_loss: 4.5203
Epoch [   33/   50] | d_loss: 0.2398 | g_loss: 2.8545
Epoch [   33/   50] | d_loss: 0.2160 | g_loss: 4.1108
Epoch [   33/   50] | d_loss: 0.8543 | g_loss: 2.1877
Epoch [   33/   50] | d_loss: 0.3974 | g_loss: 5.5455
Epoch [   33/   50] | d_loss: 0.4166 | g_loss: 0.8725
Epoch [   33/   50] | d_loss: 0.4274 | g_loss: 3.4787
Epoch [   33/   50] | d_loss: 0.1971 | g_loss: 2.2906
Epoch [   33/   50] | d_loss: 0.1368 | g_loss: 1.7242
Epoch [   33/   50] | d_loss: 0.6058 | g_loss: 4.3708
Epoch [   33/   50] | d_loss: 0.2506 | g_loss: 3.9483
Epoch [   33/   50] | d_loss: 0.0985 | g_loss: 1.4918
Epoch [   33/   50] | d_loss: 0.0901 | g_loss: 5.1995
Epoch [   33/   50] | d_loss: 0.5460 | g_loss: 4.3695
Epoch [   33/   50] | d_loss: 0.7931 | g_loss: 2.4264
Epoch [   33/   50] | d_loss: 0.1889 | g_loss: 2.7761
Epoch [   33/   50] | d_loss: 0.3826 | g_loss: 3.4640
Epoch [   33/   50] | d_loss: 0.3311 | g_loss: 3.0730
Epoch [   33/   50] | d_loss: 0.0492 | g_loss: 3.6194
Epoch [   33/   50] | d_loss: 0.0924 | g_loss: 1.7156
Epoch [   33/   50] | d_loss: 0.4011 | g_loss: 3.7101
Epoch [   33/   50] | d_loss: 0.1616 | g_loss: 4.2273
Epoch [   33/   50] | d_loss: 0.2097 | g_loss: 5.5914
Epoch [   33/   50] | d_loss: 0.2193 | g_loss: 1.8956
Epoch [   33/   50] | d_loss: 0.1245 | g_loss: 2.1085
Epoch [   33/   50] | d_loss: 0.4193 | g_loss: 4.2053
Epoch [   33/   50] | d_loss: 0.0254 | g_loss: 2.0590
Epoch [   34/   50] | d_loss: 0.2220 | g_loss: 4.2452
Epoch [   34/   50] | d_loss: 0.0845 | g_loss: 2.0200
Epoch [   34/   50] | d_loss: 0.0163 | g_loss: 3.1381
Epoch [   34/   50] | d_loss: 0.1007 | g_loss: 3.8358
Epoch [   34/   50] | d_loss: 0.1247 | g_loss: 3.6825
Epoch [   34/   50] | d_loss: 0.0576 | g_loss: 1.0139
Epoch [   34/   50] | d_loss: 0.1550 | g_loss: 3.1684
Epoch [   34/   50] | d_loss: 0.5707 | g_loss: 4.8272
Epoch [   34/   50] | d_loss: 0.1866 | g_loss: 4.0856
Epoch [   34/   50] | d_loss: 0.0898 | g_loss: 2.5684
Epoch [   34/   50] | d_loss: 0.2861 | g_loss: 3.0829
Epoch [   34/   50] | d_loss: 0.1022 | g_loss: 2.3613
Epoch [   34/   50] | d_loss: 0.0550 | g_loss: 3.2869
Epoch [   34/   50] | d_loss: 0.2038 | g_loss: 2.6171
Epoch [   34/   50] | d_loss: 0.2590 | g_loss: 2.0841
Epoch [   34/   50] | d_loss: 0.2800 | g_loss: 2.2506
Epoch [   34/   50] | d_loss: 0.1149 | g_loss: 2.1661
Epoch [   34/   50] | d_loss: 0.4900 | g_loss: 5.3766
Epoch [   34/   50] | d_loss: 0.1216 | g_loss: 3.6592
Epoch [   34/   50] | d_loss: 0.7545 | g_loss: 2.7407
Epoch [   34/   50] | d_loss: 0.0629 | g_loss: 4.8645
Epoch [   34/   50] | d_loss: 0.0435 | g_loss: 1.3332
Epoch [   34/   50] | d_loss: 0.0644 | g_loss: 5.8562
Epoch [   34/   50] | d_loss: 0.0216 | g_loss: 6.8786
Epoch [   34/   50] | d_loss: 0.3123 | g_loss: 2.0463
Epoch [   34/   50] | d_loss: 0.1149 | g_loss: 2.3882
Epoch [   34/   50] | d_loss: 0.2227 | g_loss: 3.2573
Epoch [   34/   50] | d_loss: 0.2444 | g_loss: 2.7773
Epoch [   34/   50] | d_loss: 0.2154 | g_loss: 3.4647
Epoch [   34/   50] | d_loss: 0.0845 | g_loss: 2.6849
Epoch [   34/   50] | d_loss: 0.2634 | g_loss: 3.8260
Epoch [   34/   50] | d_loss: 0.1524 | g_loss: 1.6107
Epoch [   34/   50] | d_loss: 0.3251 | g_loss: 3.3412
Epoch [   34/   50] | d_loss: 0.1316 | g_loss: 1.7175
Epoch [   34/   50] | d_loss: 0.0950 | g_loss: 2.9120
Epoch [   34/   50] | d_loss: 0.0887 | g_loss: 2.6471
Epoch [   34/   50] | d_loss: 0.1497 | g_loss: 5.1371
Epoch [   34/   50] | d_loss: 0.3806 | g_loss: 2.1468
Epoch [   34/   50] | d_loss: 0.7710 | g_loss: 2.7064
Epoch [   34/   50] | d_loss: 0.1241 | g_loss: 4.4019
Epoch [   34/   50] | d_loss: 0.2066 | g_loss: 2.3341
Epoch [   34/   50] | d_loss: 0.1395 | g_loss: 3.0390
Epoch [   34/   50] | d_loss: 0.0703 | g_loss: 3.1408
Epoch [   34/   50] | d_loss: 0.1429 | g_loss: 2.3477
Epoch [   34/   50] | d_loss: 0.3975 | g_loss: 2.0773
Epoch [   34/   50] | d_loss: 0.3246 | g_loss: 4.1172
Epoch [   34/   50] | d_loss: 0.0860 | g_loss: 1.7741
Epoch [   34/   50] | d_loss: 0.1483 | g_loss: 3.6172
Epoch [   34/   50] | d_loss: 0.0864 | g_loss: 3.4287
Epoch [   34/   50] | d_loss: 0.3352 | g_loss: 2.1360
Epoch [   34/   50] | d_loss: 0.1294 | g_loss: 3.2637
Epoch [   34/   50] | d_loss: 0.1158 | g_loss: 2.2347
Epoch [   34/   50] | d_loss: 0.1311 | g_loss: 4.1367
Epoch [   34/   50] | d_loss: 0.2144 | g_loss: 4.2423
Epoch [   34/   50] | d_loss: 0.1195 | g_loss: 4.1198
Epoch [   34/   50] | d_loss: 0.9423 | g_loss: 2.4044
Epoch [   34/   50] | d_loss: 0.0789 | g_loss: 4.5429
Epoch [   35/   50] | d_loss: 0.4570 | g_loss: 1.2540
Epoch [   35/   50] | d_loss: 0.0658 | g_loss: 3.6024
Epoch [   35/   50] | d_loss: 0.1294 | g_loss: 2.8269
Epoch [   35/   50] | d_loss: 0.1644 | g_loss: 4.4107
Epoch [   35/   50] | d_loss: 0.2156 | g_loss: 3.9032
Epoch [   35/   50] | d_loss: 0.0298 | g_loss: 2.3493
Epoch [   35/   50] | d_loss: 0.0446 | g_loss: 1.8447
Epoch [   35/   50] | d_loss: 0.0858 | g_loss: 2.5825
Epoch [   35/   50] | d_loss: 0.3500 | g_loss: 3.6137
Epoch [   35/   50] | d_loss: 0.1165 | g_loss: 5.5657
Epoch [   35/   50] | d_loss: 0.4162 | g_loss: 3.9941
Epoch [   35/   50] | d_loss: 0.1511 | g_loss: 3.5054
Epoch [   35/   50] | d_loss: 0.1557 | g_loss: 3.9395
Epoch [   35/   50] | d_loss: 0.1595 | g_loss: 2.6460
Epoch [   35/   50] | d_loss: 0.1888 | g_loss: 1.8959
Epoch [   35/   50] | d_loss: 0.0983 | g_loss: 4.1877
Epoch [   35/   50] | d_loss: 2.3090 | g_loss: 3.1387
Epoch [   35/   50] | d_loss: 0.2647 | g_loss: 3.8634
Epoch [   35/   50] | d_loss: 0.4459 | g_loss: 4.7778
Epoch [   35/   50] | d_loss: 0.0513 | g_loss: 2.3122
Epoch [   35/   50] | d_loss: 0.2740 | g_loss: 2.9007
Epoch [   35/   50] | d_loss: 0.2294 | g_loss: 2.4055
Epoch [   35/   50] | d_loss: 0.0770 | g_loss: 1.2525
Epoch [   35/   50] | d_loss: 0.7656 | g_loss: 3.6284
Epoch [   35/   50] | d_loss: 0.4155 | g_loss: 1.0927
Epoch [   35/   50] | d_loss: 0.1861 | g_loss: 4.3524
Epoch [   35/   50] | d_loss: 0.0956 | g_loss: 2.4850
Epoch [   35/   50] | d_loss: 0.4253 | g_loss: 0.5846
Epoch [   35/   50] | d_loss: 0.0736 | g_loss: 3.7540
Epoch [   35/   50] | d_loss: 0.0282 | g_loss: 3.2485
Epoch [   35/   50] | d_loss: 0.2635 | g_loss: 1.6276
Epoch [   35/   50] | d_loss: 0.3001 | g_loss: 3.1108
Epoch [   35/   50] | d_loss: 0.2781 | g_loss: 2.9692
Epoch [   35/   50] | d_loss: 0.0272 | g_loss: 1.4332
Epoch [   35/   50] | d_loss: 0.2066 | g_loss: 2.1641
Epoch [   35/   50] | d_loss: 0.0594 | g_loss: 4.1923
Epoch [   35/   50] | d_loss: 0.2253 | g_loss: 2.9326
Epoch [   35/   50] | d_loss: 0.0500 | g_loss: 4.1149
Epoch [   35/   50] | d_loss: 0.2810 | g_loss: 3.8877
Epoch [   35/   50] | d_loss: 0.0842 | g_loss: 4.4826
Epoch [   35/   50] | d_loss: 0.1093 | g_loss: 5.0423
Epoch [   35/   50] | d_loss: 0.1205 | g_loss: 2.0887
Epoch [   35/   50] | d_loss: 0.3105 | g_loss: 3.7172
Epoch [   35/   50] | d_loss: 0.2056 | g_loss: 2.9570
Epoch [   35/   50] | d_loss: 0.0861 | g_loss: 3.6824
Epoch [   35/   50] | d_loss: 0.1858 | g_loss: 2.1257
Epoch [   35/   50] | d_loss: 0.1115 | g_loss: 2.7038
Epoch [   35/   50] | d_loss: 0.1502 | g_loss: 1.6359
Epoch [   35/   50] | d_loss: 0.2073 | g_loss: 5.4451
Epoch [   35/   50] | d_loss: 0.4591 | g_loss: 0.8027
Epoch [   35/   50] | d_loss: 0.1248 | g_loss: 2.9318
Epoch [   35/   50] | d_loss: 0.1953 | g_loss: 6.7175
Epoch [   35/   50] | d_loss: 0.2562 | g_loss: 4.5366
Epoch [   35/   50] | d_loss: 0.7498 | g_loss: 0.6242
Epoch [   35/   50] | d_loss: 0.1822 | g_loss: 2.0567
Epoch [   35/   50] | d_loss: 0.1621 | g_loss: 0.7595
Epoch [   35/   50] | d_loss: 0.3162 | g_loss: 2.2562
Epoch [   36/   50] | d_loss: 0.1815 | g_loss: 3.2582
Epoch [   36/   50] | d_loss: 0.6804 | g_loss: 2.6814
Epoch [   36/   50] | d_loss: 0.1958 | g_loss: 2.2591
Epoch [   36/   50] | d_loss: 0.0639 | g_loss: 4.7384
Epoch [   36/   50] | d_loss: 0.1537 | g_loss: 4.3803
Epoch [   36/   50] | d_loss: 0.2199 | g_loss: 4.1175
Epoch [   36/   50] | d_loss: 0.0951 | g_loss: 3.1646
Epoch [   36/   50] | d_loss: 0.2662 | g_loss: 3.0060
Epoch [   36/   50] | d_loss: 0.1428 | g_loss: 4.4036
Epoch [   36/   50] | d_loss: 0.1280 | g_loss: 3.1671
Epoch [   36/   50] | d_loss: 0.7097 | g_loss: 3.0193
Epoch [   36/   50] | d_loss: 0.2298 | g_loss: 2.3394
Epoch [   36/   50] | d_loss: 0.0907 | g_loss: 3.3372
Epoch [   36/   50] | d_loss: 0.1201 | g_loss: 3.7287
Epoch [   36/   50] | d_loss: 0.0449 | g_loss: 1.8646
Epoch [   36/   50] | d_loss: 0.1601 | g_loss: 2.3855
Epoch [   36/   50] | d_loss: 0.6743 | g_loss: 2.8203
Epoch [   36/   50] | d_loss: 0.2956 | g_loss: 2.7075
Epoch [   36/   50] | d_loss: 0.2935 | g_loss: 3.3482
Epoch [   36/   50] | d_loss: 0.2458 | g_loss: 2.1121
Epoch [   36/   50] | d_loss: 0.2475 | g_loss: 2.5584
Epoch [   36/   50] | d_loss: 0.7977 | g_loss: 3.0310
Epoch [   36/   50] | d_loss: 0.3409 | g_loss: 5.8202
Epoch [   36/   50] | d_loss: 0.2497 | g_loss: 2.5523
Epoch [   36/   50] | d_loss: 0.2375 | g_loss: 2.8277
Epoch [   36/   50] | d_loss: 0.4897 | g_loss: 4.6300
Epoch [   36/   50] | d_loss: 0.1002 | g_loss: 3.1025
Epoch [   36/   50] | d_loss: 0.6705 | g_loss: 4.2531
Epoch [   36/   50] | d_loss: 0.4035 | g_loss: 4.3470
Epoch [   36/   50] | d_loss: 0.1560 | g_loss: 3.1255
Epoch [   36/   50] | d_loss: 0.3123 | g_loss: 1.8144
Epoch [   36/   50] | d_loss: 0.2984 | g_loss: 0.4374
Epoch [   36/   50] | d_loss: 0.0571 | g_loss: 4.1280
Epoch [   36/   50] | d_loss: 0.1527 | g_loss: 4.2243
Epoch [   36/   50] | d_loss: 0.2372 | g_loss: 2.5652
Epoch [   36/   50] | d_loss: 0.1286 | g_loss: 3.7703
Epoch [   36/   50] | d_loss: 0.1775 | g_loss: 4.6091
Epoch [   36/   50] | d_loss: 0.2920 | g_loss: 3.9934
Epoch [   36/   50] | d_loss: 0.3097 | g_loss: 3.4880
Epoch [   36/   50] | d_loss: 0.5063 | g_loss: 5.0325
Epoch [   36/   50] | d_loss: 0.2485 | g_loss: 4.7494
Epoch [   36/   50] | d_loss: 0.8038 | g_loss: 1.5093
Epoch [   36/   50] | d_loss: 0.3714 | g_loss: 1.3636
Epoch [   36/   50] | d_loss: 0.1155 | g_loss: 3.4089
Epoch [   36/   50] | d_loss: 0.2787 | g_loss: 3.0531
Epoch [   36/   50] | d_loss: 0.2545 | g_loss: 1.1883
Epoch [   36/   50] | d_loss: 0.1778 | g_loss: 3.0691
Epoch [   36/   50] | d_loss: 0.3651 | g_loss: 3.1144
Epoch [   36/   50] | d_loss: 0.1142 | g_loss: 1.1956
Epoch [   36/   50] | d_loss: 0.0916 | g_loss: 2.5387
Epoch [   36/   50] | d_loss: 0.4166 | g_loss: 4.6485
Epoch [   36/   50] | d_loss: 0.2968 | g_loss: 2.9718
Epoch [   36/   50] | d_loss: 0.0602 | g_loss: 4.4201
Epoch [   36/   50] | d_loss: 0.0411 | g_loss: 4.5169
Epoch [   36/   50] | d_loss: 0.0855 | g_loss: 3.2409
Epoch [   36/   50] | d_loss: 0.0919 | g_loss: 4.4860
Epoch [   36/   50] | d_loss: 0.0382 | g_loss: 3.7262
Epoch [   37/   50] | d_loss: 0.2351 | g_loss: 4.2380
Epoch [   37/   50] | d_loss: 0.0569 | g_loss: 3.2877
Epoch [   37/   50] | d_loss: 0.2052 | g_loss: 2.0200
Epoch [   37/   50] | d_loss: 0.1003 | g_loss: 3.4456
Epoch [   37/   50] | d_loss: 0.1877 | g_loss: 4.9246
Epoch [   37/   50] | d_loss: 0.1680 | g_loss: 1.9957
Epoch [   37/   50] | d_loss: 1.2515 | g_loss: 0.9721
Epoch [   37/   50] | d_loss: 0.3320 | g_loss: 2.9263
Epoch [   37/   50] | d_loss: 0.1087 | g_loss: 3.2099
Epoch [   37/   50] | d_loss: 0.1860 | g_loss: 4.0074
Epoch [   37/   50] | d_loss: 0.1127 | g_loss: 2.8296
Epoch [   37/   50] | d_loss: 0.7274 | g_loss: 3.7394
Epoch [   37/   50] | d_loss: 0.2419 | g_loss: 4.1026
Epoch [   37/   50] | d_loss: 0.1564 | g_loss: 4.8512
Epoch [   37/   50] | d_loss: 0.3969 | g_loss: 2.3230
Epoch [   37/   50] | d_loss: 0.7936 | g_loss: 2.7113
Epoch [   37/   50] | d_loss: 0.2203 | g_loss: 3.3592
Epoch [   37/   50] | d_loss: 0.3773 | g_loss: 1.8330
Epoch [   37/   50] | d_loss: 0.5842 | g_loss: 2.0601
Epoch [   37/   50] | d_loss: 0.7163 | g_loss: 1.4378
Epoch [   37/   50] | d_loss: 0.1165 | g_loss: 2.1538
Epoch [   37/   50] | d_loss: 0.1374 | g_loss: 1.7010
Epoch [   37/   50] | d_loss: 0.3987 | g_loss: 3.4829
Epoch [   37/   50] | d_loss: 0.1489 | g_loss: 4.1695
Epoch [   37/   50] | d_loss: 0.0973 | g_loss: 1.9259
Epoch [   37/   50] | d_loss: 0.1424 | g_loss: 4.1867
Epoch [   37/   50] | d_loss: 0.0857 | g_loss: 2.6317
Epoch [   37/   50] | d_loss: 0.1169 | g_loss: 3.6733
Epoch [   37/   50] | d_loss: 1.4656 | g_loss: 4.7548
Epoch [   37/   50] | d_loss: 0.5259 | g_loss: 1.1551
Epoch [   37/   50] | d_loss: 0.1727 | g_loss: 4.1389
Epoch [   37/   50] | d_loss: 0.0926 | g_loss: 2.0156
Epoch [   37/   50] | d_loss: 0.4001 | g_loss: 3.9932
Epoch [   37/   50] | d_loss: 0.2436 | g_loss: 3.9775
Epoch [   37/   50] | d_loss: 0.1402 | g_loss: 3.3327
Epoch [   37/   50] | d_loss: 0.1265 | g_loss: 2.8318
Epoch [   37/   50] | d_loss: 0.0371 | g_loss: 4.2368
Epoch [   37/   50] | d_loss: 0.5056 | g_loss: 1.1747
Epoch [   37/   50] | d_loss: 0.1487 | g_loss: 4.3057
Epoch [   37/   50] | d_loss: 0.2708 | g_loss: 3.6680
Epoch [   37/   50] | d_loss: 0.1318 | g_loss: 3.3646
Epoch [   37/   50] | d_loss: 0.1325 | g_loss: 2.9590
Epoch [   37/   50] | d_loss: 0.4078 | g_loss: 3.2435
Epoch [   37/   50] | d_loss: 0.3978 | g_loss: 3.1442
Epoch [   37/   50] | d_loss: 0.4930 | g_loss: 2.5126
Epoch [   37/   50] | d_loss: 0.0598 | g_loss: 3.9085
Epoch [   37/   50] | d_loss: 0.0858 | g_loss: 2.8377
Epoch [   37/   50] | d_loss: 0.3955 | g_loss: 3.0761
Epoch [   37/   50] | d_loss: 0.0755 | g_loss: 5.4465
Epoch [   37/   50] | d_loss: 0.3531 | g_loss: 4.1240
Epoch [   37/   50] | d_loss: 0.1110 | g_loss: 4.0799
Epoch [   37/   50] | d_loss: 0.1200 | g_loss: 3.9393
Epoch [   37/   50] | d_loss: 0.2089 | g_loss: 3.9684
Epoch [   37/   50] | d_loss: 0.2842 | g_loss: 4.1625
Epoch [   37/   50] | d_loss: 0.0628 | g_loss: 4.0228
Epoch [   37/   50] | d_loss: 0.0712 | g_loss: 5.4646
Epoch [   37/   50] | d_loss: 0.2700 | g_loss: 4.3252
Epoch [   38/   50] | d_loss: 0.0634 | g_loss: 2.7224
Epoch [   38/   50] | d_loss: 0.4970 | g_loss: 1.7354
Epoch [   38/   50] | d_loss: 0.2280 | g_loss: 3.7818
Epoch [   38/   50] | d_loss: 0.0314 | g_loss: 3.1762
Epoch [   38/   50] | d_loss: 0.1481 | g_loss: 3.2369
Epoch [   38/   50] | d_loss: 0.3527 | g_loss: 2.3531
Epoch [   38/   50] | d_loss: 0.1181 | g_loss: 4.3267
Epoch [   38/   50] | d_loss: 0.0338 | g_loss: 1.8804
Epoch [   38/   50] | d_loss: 0.3528 | g_loss: 4.5101
Epoch [   38/   50] | d_loss: 0.1755 | g_loss: 2.8440
Epoch [   38/   50] | d_loss: 0.1081 | g_loss: 3.1036
Epoch [   38/   50] | d_loss: 0.3878 | g_loss: 3.4492
Epoch [   38/   50] | d_loss: 0.5447 | g_loss: 3.7205
Epoch [   38/   50] | d_loss: 0.5406 | g_loss: 3.7395
Epoch [   38/   50] | d_loss: 1.2697 | g_loss: 2.7713
Epoch [   38/   50] | d_loss: 0.0920 | g_loss: 3.4696
Epoch [   38/   50] | d_loss: 0.6863 | g_loss: 1.5133
Epoch [   38/   50] | d_loss: 0.1375 | g_loss: 3.9507
Epoch [   38/   50] | d_loss: 0.0669 | g_loss: 3.1028
Epoch [   38/   50] | d_loss: 0.4095 | g_loss: 2.2497
Epoch [   38/   50] | d_loss: 0.1011 | g_loss: 2.5071
Epoch [   38/   50] | d_loss: 0.1627 | g_loss: 2.0694
Epoch [   38/   50] | d_loss: 1.5346 | g_loss: 6.4378
Epoch [   38/   50] | d_loss: 0.0704 | g_loss: 3.3384
Epoch [   38/   50] | d_loss: 0.1560 | g_loss: 2.9858
Epoch [   38/   50] | d_loss: 0.1112 | g_loss: 3.0365
Epoch [   38/   50] | d_loss: 0.1070 | g_loss: 5.4506
Epoch [   38/   50] | d_loss: 0.0240 | g_loss: 4.0152
Epoch [   38/   50] | d_loss: 0.6956 | g_loss: 1.0581
Epoch [   38/   50] | d_loss: 0.0124 | g_loss: 1.6797
Epoch [   38/   50] | d_loss: 0.3093 | g_loss: 0.8108
Epoch [   38/   50] | d_loss: 0.1697 | g_loss: 4.3821
Epoch [   38/   50] | d_loss: 0.3305 | g_loss: 3.5937
Epoch [   38/   50] | d_loss: 0.5339 | g_loss: 2.6204
Epoch [   38/   50] | d_loss: 0.5589 | g_loss: 2.6287
Epoch [   38/   50] | d_loss: 0.1646 | g_loss: 4.3280
Epoch [   38/   50] | d_loss: 0.2784 | g_loss: 3.9987
Epoch [   38/   50] | d_loss: 0.7004 | g_loss: 4.0059
Epoch [   38/   50] | d_loss: 0.0644 | g_loss: 3.5315
Epoch [   38/   50] | d_loss: 0.0811 | g_loss: 3.8824
Epoch [   38/   50] | d_loss: 0.1847 | g_loss: 3.7225
Epoch [   38/   50] | d_loss: 0.3591 | g_loss: 1.8578
Epoch [   38/   50] | d_loss: 0.0717 | g_loss: 2.4626
Epoch [   38/   50] | d_loss: 0.4273 | g_loss: 1.1527
Epoch [   38/   50] | d_loss: 0.4086 | g_loss: 1.8914
Epoch [   38/   50] | d_loss: 0.1871 | g_loss: 1.4189
Epoch [   38/   50] | d_loss: 1.1465 | g_loss: 1.5277
Epoch [   38/   50] | d_loss: 0.1725 | g_loss: 2.2608
Epoch [   38/   50] | d_loss: 0.2890 | g_loss: 3.5691
Epoch [   38/   50] | d_loss: 0.7525 | g_loss: 5.1783
Epoch [   38/   50] | d_loss: 0.0650 | g_loss: 3.2988
Epoch [   38/   50] | d_loss: 0.0507 | g_loss: 5.9065
Epoch [   38/   50] | d_loss: 0.3762 | g_loss: 2.9999
Epoch [   38/   50] | d_loss: 0.1115 | g_loss: 2.7814
Epoch [   38/   50] | d_loss: 0.6699 | g_loss: 3.5179
Epoch [   38/   50] | d_loss: 0.0976 | g_loss: 2.9929
Epoch [   38/   50] | d_loss: 0.7564 | g_loss: 2.4866
Epoch [   39/   50] | d_loss: 0.0381 | g_loss: 4.3290
Epoch [   39/   50] | d_loss: 0.1368 | g_loss: 4.5038
Epoch [   39/   50] | d_loss: 0.1680 | g_loss: 5.9798
Epoch [   39/   50] | d_loss: 0.1830 | g_loss: 2.9142
Epoch [   39/   50] | d_loss: 0.0337 | g_loss: 3.6947
Epoch [   39/   50] | d_loss: 0.3815 | g_loss: 2.3246
Epoch [   39/   50] | d_loss: 0.5547 | g_loss: 1.3938
Epoch [   39/   50] | d_loss: 0.2776 | g_loss: 3.0476
Epoch [   39/   50] | d_loss: 0.6510 | g_loss: 4.6279
Epoch [   39/   50] | d_loss: 0.7143 | g_loss: 6.5271
Epoch [   39/   50] | d_loss: 0.2670 | g_loss: 3.2112
Epoch [   39/   50] | d_loss: 0.0931 | g_loss: 2.0913
Epoch [   39/   50] | d_loss: 0.0554 | g_loss: 4.5197
Epoch [   39/   50] | d_loss: 0.5379 | g_loss: 3.1091
Epoch [   39/   50] | d_loss: 0.1535 | g_loss: 4.0757
Epoch [   39/   50] | d_loss: 0.1162 | g_loss: 2.4698
Epoch [   39/   50] | d_loss: 0.9292 | g_loss: 1.8797
Epoch [   39/   50] | d_loss: 0.1090 | g_loss: 4.6537
Epoch [   39/   50] | d_loss: 0.1744 | g_loss: 3.9406
Epoch [   39/   50] | d_loss: 0.1477 | g_loss: 4.3770
Epoch [   39/   50] | d_loss: 0.0650 | g_loss: 2.5105
Epoch [   39/   50] | d_loss: 0.1196 | g_loss: 1.9939
Epoch [   39/   50] | d_loss: 0.0714 | g_loss: 4.7153
Epoch [   39/   50] | d_loss: 0.1979 | g_loss: 4.3927
Epoch [   39/   50] | d_loss: 1.3962 | g_loss: 6.9837
Epoch [   39/   50] | d_loss: 0.1869 | g_loss: 5.3005
Epoch [   39/   50] | d_loss: 0.0831 | g_loss: 2.7470
Epoch [   39/   50] | d_loss: 0.1238 | g_loss: 2.3817
Epoch [   39/   50] | d_loss: 0.2743 | g_loss: 5.2438
Epoch [   39/   50] | d_loss: 0.1860 | g_loss: 1.8065
Epoch [   39/   50] | d_loss: 0.0616 | g_loss: 1.8953
Epoch [   39/   50] | d_loss: 0.1673 | g_loss: 3.1808
Epoch [   39/   50] | d_loss: 0.1070 | g_loss: 4.0486
Epoch [   39/   50] | d_loss: 0.2311 | g_loss: 3.0439
Epoch [   39/   50] | d_loss: 0.0830 | g_loss: 5.1960
Epoch [   39/   50] | d_loss: 0.0324 | g_loss: 1.8988
Epoch [   39/   50] | d_loss: 0.4132 | g_loss: 3.1471
Epoch [   39/   50] | d_loss: 0.2396 | g_loss: 2.7500
Epoch [   39/   50] | d_loss: 0.1265 | g_loss: 4.2774
Epoch [   39/   50] | d_loss: 0.3442 | g_loss: 3.0840
Epoch [   39/   50] | d_loss: 0.7298 | g_loss: 1.3913
Epoch [   39/   50] | d_loss: 0.3357 | g_loss: 6.0844
Epoch [   39/   50] | d_loss: 0.1054 | g_loss: 3.4763
Epoch [   39/   50] | d_loss: 0.4632 | g_loss: 3.7923
Epoch [   39/   50] | d_loss: 0.0929 | g_loss: 3.6694
Epoch [   39/   50] | d_loss: 0.2530 | g_loss: 1.2600
Epoch [   39/   50] | d_loss: 0.1007 | g_loss: 3.0516
Epoch [   39/   50] | d_loss: 0.5243 | g_loss: 2.2523
Epoch [   39/   50] | d_loss: 0.2437 | g_loss: 3.5790
Epoch [   39/   50] | d_loss: 0.4059 | g_loss: 4.9877
Epoch [   39/   50] | d_loss: 0.2164 | g_loss: 0.5688
Epoch [   39/   50] | d_loss: 0.2263 | g_loss: 3.3668
Epoch [   39/   50] | d_loss: 0.0850 | g_loss: 2.9330
Epoch [   39/   50] | d_loss: 0.1021 | g_loss: 0.8832
Epoch [   39/   50] | d_loss: 0.0532 | g_loss: 2.0645
Epoch [   39/   50] | d_loss: 0.0446 | g_loss: 4.7465
Epoch [   39/   50] | d_loss: 0.4170 | g_loss: 4.2194
Epoch [   40/   50] | d_loss: 0.9200 | g_loss: 4.8336
Epoch [   40/   50] | d_loss: 0.1672 | g_loss: 2.9142
Epoch [   40/   50] | d_loss: 0.2537 | g_loss: 3.0794
Epoch [   40/   50] | d_loss: 0.1655 | g_loss: 1.9423
Epoch [   40/   50] | d_loss: 0.1390 | g_loss: 2.1513
Epoch [   40/   50] | d_loss: 0.0640 | g_loss: 1.7295
Epoch [   40/   50] | d_loss: 0.6538 | g_loss: 3.6920
Epoch [   40/   50] | d_loss: 0.1456 | g_loss: 2.7077
Epoch [   40/   50] | d_loss: 0.1847 | g_loss: 3.3893
Epoch [   40/   50] | d_loss: 0.1031 | g_loss: 1.1539
Epoch [   40/   50] | d_loss: 0.2021 | g_loss: 2.5223
Epoch [   40/   50] | d_loss: 0.1474 | g_loss: 3.8645
Epoch [   40/   50] | d_loss: 0.1141 | g_loss: 0.6666
Epoch [   40/   50] | d_loss: 0.5808 | g_loss: 5.1010
Epoch [   40/   50] | d_loss: 0.1820 | g_loss: 1.5906
Epoch [   40/   50] | d_loss: 0.0791 | g_loss: 3.8715
Epoch [   40/   50] | d_loss: 0.0473 | g_loss: 3.1386
Epoch [   40/   50] | d_loss: 0.1563 | g_loss: 4.4345
Epoch [   40/   50] | d_loss: 0.0321 | g_loss: 2.9501
Epoch [   40/   50] | d_loss: 1.0148 | g_loss: 5.3661
Epoch [   40/   50] | d_loss: 0.0195 | g_loss: 4.1010
Epoch [   40/   50] | d_loss: 0.2799 | g_loss: 3.2961
Epoch [   40/   50] | d_loss: 0.1031 | g_loss: 2.7414
Epoch [   40/   50] | d_loss: 0.2276 | g_loss: 3.0202
Epoch [   40/   50] | d_loss: 0.3847 | g_loss: 3.8067
Epoch [   40/   50] | d_loss: 0.1015 | g_loss: 1.2282
Epoch [   40/   50] | d_loss: 0.2589 | g_loss: 3.9320
Epoch [   40/   50] | d_loss: 0.1372 | g_loss: 2.7599
Epoch [   40/   50] | d_loss: 0.3307 | g_loss: 3.2889
Epoch [   40/   50] | d_loss: 0.2933 | g_loss: 4.2873
Epoch [   40/   50] | d_loss: 0.3061 | g_loss: 2.9894
Epoch [   40/   50] | d_loss: 0.1063 | g_loss: 2.9492
Epoch [   40/   50] | d_loss: 0.2726 | g_loss: 3.5545
Epoch [   40/   50] | d_loss: 0.1298 | g_loss: 2.4837
Epoch [   40/   50] | d_loss: 0.4120 | g_loss: 2.8381
Epoch [   40/   50] | d_loss: 0.0341 | g_loss: 4.3097
Epoch [   40/   50] | d_loss: 0.2615 | g_loss: 3.4234
Epoch [   40/   50] | d_loss: 0.1050 | g_loss: 4.7190
Epoch [   40/   50] | d_loss: 0.0786 | g_loss: 5.0796
Epoch [   40/   50] | d_loss: 0.4523 | g_loss: 2.7991
Epoch [   40/   50] | d_loss: 0.0997 | g_loss: 2.5300
Epoch [   40/   50] | d_loss: 0.2153 | g_loss: 2.4936
Epoch [   40/   50] | d_loss: 0.1114 | g_loss: 4.2804
Epoch [   40/   50] | d_loss: 0.4609 | g_loss: 3.7431
Epoch [   40/   50] | d_loss: 0.1734 | g_loss: 3.4107
Epoch [   40/   50] | d_loss: 0.2133 | g_loss: 3.2878
Epoch [   40/   50] | d_loss: 0.0283 | g_loss: 3.9598
Epoch [   40/   50] | d_loss: 0.4593 | g_loss: 2.3907
Epoch [   40/   50] | d_loss: 0.1939 | g_loss: 3.4053
Epoch [   40/   50] | d_loss: 0.1337 | g_loss: 2.0614
Epoch [   40/   50] | d_loss: 0.0691 | g_loss: 0.9948
Epoch [   40/   50] | d_loss: 0.1411 | g_loss: 2.0089
Epoch [   40/   50] | d_loss: 0.1905 | g_loss: 2.0025
Epoch [   40/   50] | d_loss: 0.0970 | g_loss: 3.5465
Epoch [   40/   50] | d_loss: 0.1362 | g_loss: 1.9591
Epoch [   40/   50] | d_loss: 0.0783 | g_loss: 4.2350
Epoch [   40/   50] | d_loss: 0.0613 | g_loss: 3.6070
Epoch [   41/   50] | d_loss: 0.5779 | g_loss: 5.1821
Epoch [   41/   50] | d_loss: 0.2548 | g_loss: 3.8448
Epoch [   41/   50] | d_loss: 0.3162 | g_loss: 3.1725
Epoch [   41/   50] | d_loss: 0.2348 | g_loss: 2.4985
Epoch [   41/   50] | d_loss: 0.2779 | g_loss: 1.4513
Epoch [   41/   50] | d_loss: 0.2843 | g_loss: 5.2623
Epoch [   41/   50] | d_loss: 0.0429 | g_loss: 2.2385
Epoch [   41/   50] | d_loss: 0.3775 | g_loss: 1.9055
Epoch [   41/   50] | d_loss: 0.3711 | g_loss: 2.9270
Epoch [   41/   50] | d_loss: 0.7972 | g_loss: 2.4070
Epoch [   41/   50] | d_loss: 0.1815 | g_loss: 3.7012
Epoch [   41/   50] | d_loss: 0.1022 | g_loss: 3.6035
Epoch [   41/   50] | d_loss: 0.0840 | g_loss: 3.9120
Epoch [   41/   50] | d_loss: 0.9643 | g_loss: 1.6982
Epoch [   41/   50] | d_loss: 0.1235 | g_loss: 4.1413
Epoch [   41/   50] | d_loss: 0.4637 | g_loss: 4.2117
Epoch [   41/   50] | d_loss: 0.1741 | g_loss: 3.0622
Epoch [   41/   50] | d_loss: 0.0508 | g_loss: 1.9208
Epoch [   41/   50] | d_loss: 0.1370 | g_loss: 3.1531
Epoch [   41/   50] | d_loss: 0.1780 | g_loss: 2.5896
Epoch [   41/   50] | d_loss: 0.0910 | g_loss: 1.8144
Epoch [   41/   50] | d_loss: 0.0494 | g_loss: 4.0767
Epoch [   41/   50] | d_loss: 0.1636 | g_loss: 3.2898
Epoch [   41/   50] | d_loss: 0.1449 | g_loss: 2.8104
Epoch [   41/   50] | d_loss: 0.1260 | g_loss: 3.9810
Epoch [   41/   50] | d_loss: 0.1102 | g_loss: 1.2188
Epoch [   41/   50] | d_loss: 0.1710 | g_loss: 3.2178
Epoch [   41/   50] | d_loss: 0.1592 | g_loss: 3.6274
Epoch [   41/   50] | d_loss: 0.1362 | g_loss: 5.2951
Epoch [   41/   50] | d_loss: 0.6301 | g_loss: 5.0242
Epoch [   41/   50] | d_loss: 0.1097 | g_loss: 2.6623
Epoch [   41/   50] | d_loss: 0.1248 | g_loss: 4.7461
Epoch [   41/   50] | d_loss: 0.1368 | g_loss: 0.8378
Epoch [   41/   50] | d_loss: 0.0432 | g_loss: 1.7120
Epoch [   41/   50] | d_loss: 0.0256 | g_loss: 3.2422
Epoch [   41/   50] | d_loss: 0.0623 | g_loss: 6.1813
Epoch [   41/   50] | d_loss: 0.0970 | g_loss: 3.1073
Epoch [   41/   50] | d_loss: 0.1629 | g_loss: 3.1971
Epoch [   41/   50] | d_loss: 0.2132 | g_loss: 3.0923
Epoch [   41/   50] | d_loss: 0.1219 | g_loss: 3.6409
Epoch [   41/   50] | d_loss: 0.0821 | g_loss: 3.6301
Epoch [   41/   50] | d_loss: 0.0856 | g_loss: 3.0586
Epoch [   41/   50] | d_loss: 0.1226 | g_loss: 2.8032
Epoch [   41/   50] | d_loss: 0.1180 | g_loss: 3.8602
Epoch [   41/   50] | d_loss: 0.0824 | g_loss: 1.5878
Epoch [   41/   50] | d_loss: 0.0477 | g_loss: 2.8679
Epoch [   41/   50] | d_loss: 0.2316 | g_loss: 2.2491
Epoch [   41/   50] | d_loss: 0.1124 | g_loss: 3.3974
Epoch [   41/   50] | d_loss: 0.0125 | g_loss: 3.8878
Epoch [   41/   50] | d_loss: 0.1285 | g_loss: 3.2783
Epoch [   41/   50] | d_loss: 0.0898 | g_loss: 0.8596
Epoch [   41/   50] | d_loss: 0.0993 | g_loss: 6.1814
Epoch [   41/   50] | d_loss: 0.1634 | g_loss: 4.0913
Epoch [   41/   50] | d_loss: 0.3427 | g_loss: 4.3125
Epoch [   41/   50] | d_loss: 0.0799 | g_loss: 4.5779
Epoch [   41/   50] | d_loss: 0.1660 | g_loss: 2.9176
Epoch [   41/   50] | d_loss: 0.0820 | g_loss: 4.2526
Epoch [   42/   50] | d_loss: 0.0579 | g_loss: 2.6900
Epoch [   42/   50] | d_loss: 1.3195 | g_loss: 3.6615
Epoch [   42/   50] | d_loss: 0.3112 | g_loss: 4.1664
Epoch [   42/   50] | d_loss: 0.0248 | g_loss: 3.7824
Epoch [   42/   50] | d_loss: 0.2022 | g_loss: 4.2071
Epoch [   42/   50] | d_loss: 0.5644 | g_loss: 6.8224
Epoch [   42/   50] | d_loss: 0.0759 | g_loss: 4.6952
Epoch [   42/   50] | d_loss: 0.1625 | g_loss: 2.7074
Epoch [   42/   50] | d_loss: 0.0546 | g_loss: 3.6014
Epoch [   42/   50] | d_loss: 0.0823 | g_loss: 2.4387
Epoch [   42/   50] | d_loss: 0.1463 | g_loss: 4.6517
Epoch [   42/   50] | d_loss: 0.4907 | g_loss: 4.5956
Epoch [   42/   50] | d_loss: 0.6840 | g_loss: 5.9121
Epoch [   42/   50] | d_loss: 0.3337 | g_loss: 2.6706
Epoch [   42/   50] | d_loss: 0.2258 | g_loss: 3.2018
Epoch [   42/   50] | d_loss: 0.1347 | g_loss: 3.5734
Epoch [   42/   50] | d_loss: 0.0490 | g_loss: 6.1552
Epoch [   42/   50] | d_loss: 0.1546 | g_loss: 3.8322
Epoch [   42/   50] | d_loss: 0.0858 | g_loss: 4.3482
Epoch [   42/   50] | d_loss: 0.5660 | g_loss: 4.0778
Epoch [   42/   50] | d_loss: 0.0587 | g_loss: 4.2117
Epoch [   42/   50] | d_loss: 0.2550 | g_loss: 1.7306
Epoch [   42/   50] | d_loss: 0.2130 | g_loss: 1.8656
Epoch [   42/   50] | d_loss: 0.0648 | g_loss: 4.3786
Epoch [   42/   50] | d_loss: 0.0325 | g_loss: 5.0005
Epoch [   42/   50] | d_loss: 0.9272 | g_loss: 3.8535
Epoch [   42/   50] | d_loss: 0.1863 | g_loss: 6.7713
Epoch [   42/   50] | d_loss: 0.4252 | g_loss: 4.1353
Epoch [   42/   50] | d_loss: 0.0597 | g_loss: 2.5790
Epoch [   42/   50] | d_loss: 0.3954 | g_loss: 2.9118
Epoch [   42/   50] | d_loss: 0.2571 | g_loss: 3.9923
Epoch [   42/   50] | d_loss: 0.1140 | g_loss: 3.6676
Epoch [   42/   50] | d_loss: 0.1939 | g_loss: 3.2290
Epoch [   42/   50] | d_loss: 0.1030 | g_loss: 3.2522
Epoch [   42/   50] | d_loss: 0.2055 | g_loss: 2.7349
Epoch [   42/   50] | d_loss: 0.0619 | g_loss: 1.9966
Epoch [   42/   50] | d_loss: 0.1479 | g_loss: 2.1441
Epoch [   42/   50] | d_loss: 0.0939 | g_loss: 2.2308
Epoch [   42/   50] | d_loss: 0.1006 | g_loss: 2.0530
Epoch [   42/   50] | d_loss: 0.5699 | g_loss: 2.1637
Epoch [   42/   50] | d_loss: 0.1270 | g_loss: 2.0546
Epoch [   42/   50] | d_loss: 0.0963 | g_loss: 3.1449
Epoch [   42/   50] | d_loss: 0.0599 | g_loss: 3.2347
Epoch [   42/   50] | d_loss: 0.3904 | g_loss: 4.3541
Epoch [   42/   50] | d_loss: 0.0530 | g_loss: 4.9320
Epoch [   42/   50] | d_loss: 0.0827 | g_loss: 1.7020
Epoch [   42/   50] | d_loss: 0.2193 | g_loss: 3.3072
Epoch [   42/   50] | d_loss: 0.1419 | g_loss: 2.5615
Epoch [   42/   50] | d_loss: 0.2786 | g_loss: 3.2194
Epoch [   42/   50] | d_loss: 0.2562 | g_loss: 2.4515
Epoch [   42/   50] | d_loss: 0.0843 | g_loss: 4.4023
Epoch [   42/   50] | d_loss: 0.1101 | g_loss: 3.9817
Epoch [   42/   50] | d_loss: 0.1454 | g_loss: 3.1895
Epoch [   42/   50] | d_loss: 0.3237 | g_loss: 0.5124
Epoch [   42/   50] | d_loss: 0.1713 | g_loss: 4.6091
Epoch [   42/   50] | d_loss: 0.1617 | g_loss: 2.3730
Epoch [   42/   50] | d_loss: 0.0965 | g_loss: 2.3503
Epoch [   43/   50] | d_loss: 0.0913 | g_loss: 3.3901
Epoch [   43/   50] | d_loss: 0.1036 | g_loss: 3.7410
Epoch [   43/   50] | d_loss: 0.0743 | g_loss: 3.0626
Epoch [   43/   50] | d_loss: 0.7292 | g_loss: 3.9921
Epoch [   43/   50] | d_loss: 0.0529 | g_loss: 4.2138
Epoch [   43/   50] | d_loss: 0.1155 | g_loss: 3.7135
Epoch [   43/   50] | d_loss: 0.1244 | g_loss: 3.3409
Epoch [   43/   50] | d_loss: 0.0576 | g_loss: 2.3099
Epoch [   43/   50] | d_loss: 0.1709 | g_loss: 1.6511
Epoch [   43/   50] | d_loss: 0.1277 | g_loss: 2.7977
Epoch [   43/   50] | d_loss: 0.2442 | g_loss: 4.7389
Epoch [   43/   50] | d_loss: 0.1326 | g_loss: 5.2442
Epoch [   43/   50] | d_loss: 0.2485 | g_loss: 3.1441
Epoch [   43/   50] | d_loss: 0.1273 | g_loss: 3.2963
Epoch [   43/   50] | d_loss: 0.0653 | g_loss: 3.7713
Epoch [   43/   50] | d_loss: 0.2223 | g_loss: 4.9329
Epoch [   43/   50] | d_loss: 1.7030 | g_loss: 2.5984
Epoch [   43/   50] | d_loss: 0.0286 | g_loss: 3.8848
Epoch [   43/   50] | d_loss: 0.2236 | g_loss: 3.5971
Epoch [   43/   50] | d_loss: 0.1439 | g_loss: 2.6927
Epoch [   43/   50] | d_loss: 0.1674 | g_loss: 4.3671
Epoch [   43/   50] | d_loss: 0.2167 | g_loss: 4.2143
Epoch [   43/   50] | d_loss: 0.0393 | g_loss: 2.9431
Epoch [   43/   50] | d_loss: 0.0483 | g_loss: 3.3630
Epoch [   43/   50] | d_loss: 0.0307 | g_loss: 1.0154
Epoch [   43/   50] | d_loss: 0.1464 | g_loss: 2.7908
Epoch [   43/   50] | d_loss: 0.0457 | g_loss: 2.6599
Epoch [   43/   50] | d_loss: 0.0479 | g_loss: 1.1066
Epoch [   43/   50] | d_loss: 0.3447 | g_loss: 2.9787
Epoch [   43/   50] | d_loss: 0.0395 | g_loss: 1.0297
Epoch [   43/   50] | d_loss: 0.4628 | g_loss: 2.1421
Epoch [   43/   50] | d_loss: 0.0665 | g_loss: 3.4168
Epoch [   43/   50] | d_loss: 0.2879 | g_loss: 1.6916
Epoch [   43/   50] | d_loss: 0.2682 | g_loss: 1.9766
Epoch [   43/   50] | d_loss: 0.1319 | g_loss: 4.0783
Epoch [   43/   50] | d_loss: 0.3300 | g_loss: 4.5358
Epoch [   43/   50] | d_loss: 0.3311 | g_loss: 3.5269
Epoch [   43/   50] | d_loss: 0.2091 | g_loss: 4.3448
Epoch [   43/   50] | d_loss: 0.2411 | g_loss: 4.3892
Epoch [   43/   50] | d_loss: 0.0126 | g_loss: 3.0615
Epoch [   43/   50] | d_loss: 0.5520 | g_loss: 3.6815
Epoch [   43/   50] | d_loss: 0.1104 | g_loss: 1.0441
Epoch [   43/   50] | d_loss: 0.6104 | g_loss: 2.4617
Epoch [   43/   50] | d_loss: 0.4077 | g_loss: 2.1995
Epoch [   43/   50] | d_loss: 0.2079 | g_loss: 4.9397
Epoch [   43/   50] | d_loss: 0.0664 | g_loss: 5.9227
Epoch [   43/   50] | d_loss: 0.1522 | g_loss: 4.0453
Epoch [   43/   50] | d_loss: 0.0389 | g_loss: 2.1963
Epoch [   43/   50] | d_loss: 0.2042 | g_loss: 2.6735
Epoch [   43/   50] | d_loss: 0.2538 | g_loss: 3.1679
Epoch [   43/   50] | d_loss: 0.0975 | g_loss: 1.6789
Epoch [   43/   50] | d_loss: 0.0870 | g_loss: 3.9003
Epoch [   43/   50] | d_loss: 0.1291 | g_loss: 2.0994
Epoch [   43/   50] | d_loss: 0.2517 | g_loss: 4.8473
Epoch [   43/   50] | d_loss: 0.0511 | g_loss: 2.7440
Epoch [   43/   50] | d_loss: 0.0542 | g_loss: 3.0337
Epoch [   43/   50] | d_loss: 0.0151 | g_loss: 1.7699
Epoch [   44/   50] | d_loss: 0.2895 | g_loss: 2.8295
Epoch [   44/   50] | d_loss: 0.3496 | g_loss: 1.0107
Epoch [   44/   50] | d_loss: 0.0932 | g_loss: 3.7371
Epoch [   44/   50] | d_loss: 0.1014 | g_loss: 4.1168
Epoch [   44/   50] | d_loss: 0.0698 | g_loss: 3.3201
Epoch [   44/   50] | d_loss: 0.0850 | g_loss: 2.7967
Epoch [   44/   50] | d_loss: 0.1720 | g_loss: 2.9535
Epoch [   44/   50] | d_loss: 0.0879 | g_loss: 3.2885
Epoch [   44/   50] | d_loss: 0.0553 | g_loss: 4.5944
Epoch [   44/   50] | d_loss: 0.1396 | g_loss: 5.3200
Epoch [   44/   50] | d_loss: 0.0682 | g_loss: 3.3948
Epoch [   44/   50] | d_loss: 0.0956 | g_loss: 3.9187
Epoch [   44/   50] | d_loss: 0.2267 | g_loss: 4.7178
Epoch [   44/   50] | d_loss: 0.1015 | g_loss: 4.3772
Epoch [   44/   50] | d_loss: 0.1949 | g_loss: 2.3926
Epoch [   44/   50] | d_loss: 0.0459 | g_loss: 2.2342
Epoch [   44/   50] | d_loss: 0.1875 | g_loss: 1.6291
Epoch [   44/   50] | d_loss: 0.0352 | g_loss: 3.2686
Epoch [   44/   50] | d_loss: 0.4096 | g_loss: 1.5529
Epoch [   44/   50] | d_loss: 0.8092 | g_loss: 1.7982
Epoch [   44/   50] | d_loss: 0.0849 | g_loss: 3.0894
Epoch [   44/   50] | d_loss: 0.1747 | g_loss: 2.4229
Epoch [   44/   50] | d_loss: 0.2326 | g_loss: 2.4394
Epoch [   44/   50] | d_loss: 0.1573 | g_loss: 2.9545
Epoch [   44/   50] | d_loss: 0.2028 | g_loss: 3.1410
Epoch [   44/   50] | d_loss: 0.9658 | g_loss: 4.8700
Epoch [   44/   50] | d_loss: 0.3120 | g_loss: 4.0930
Epoch [   44/   50] | d_loss: 1.0893 | g_loss: 4.1367
Epoch [   44/   50] | d_loss: 0.1944 | g_loss: 1.0838
Epoch [   44/   50] | d_loss: 0.1650 | g_loss: 5.4389
Epoch [   44/   50] | d_loss: 0.1210 | g_loss: 3.3142
Epoch [   44/   50] | d_loss: 0.0603 | g_loss: 4.1505
Epoch [   44/   50] | d_loss: 0.3708 | g_loss: 2.3019
Epoch [   44/   50] | d_loss: 0.0270 | g_loss: 4.1512
Epoch [   44/   50] | d_loss: 0.1541 | g_loss: 1.3621
Epoch [   44/   50] | d_loss: 0.0338 | g_loss: 1.4866
Epoch [   44/   50] | d_loss: 0.3492 | g_loss: 2.0972
Epoch [   44/   50] | d_loss: 0.1142 | g_loss: 4.5685
Epoch [   44/   50] | d_loss: 0.0164 | g_loss: 3.3919
Epoch [   44/   50] | d_loss: 0.2984 | g_loss: 2.4624
Epoch [   44/   50] | d_loss: 0.0391 | g_loss: 1.6354
Epoch [   44/   50] | d_loss: 0.0814 | g_loss: 3.7472
Epoch [   44/   50] | d_loss: 0.2187 | g_loss: 1.8174
Epoch [   44/   50] | d_loss: 0.1520 | g_loss: 1.9643
Epoch [   44/   50] | d_loss: 0.0327 | g_loss: 0.8588
Epoch [   44/   50] | d_loss: 0.0551 | g_loss: 3.5151
Epoch [   44/   50] | d_loss: 0.0588 | g_loss: 3.2880
Epoch [   44/   50] | d_loss: 0.4207 | g_loss: 4.0868
Epoch [   44/   50] | d_loss: 0.1024 | g_loss: 1.6423
Epoch [   44/   50] | d_loss: 0.0941 | g_loss: 3.9555
Epoch [   44/   50] | d_loss: 0.8690 | g_loss: 2.8202
Epoch [   44/   50] | d_loss: 0.1414 | g_loss: 2.7070
Epoch [   44/   50] | d_loss: 0.1232 | g_loss: 3.7076
Epoch [   44/   50] | d_loss: 0.3473 | g_loss: 1.8229
Epoch [   44/   50] | d_loss: 0.4791 | g_loss: 3.5995
Epoch [   44/   50] | d_loss: 0.1891 | g_loss: 3.6672
Epoch [   44/   50] | d_loss: 0.2553 | g_loss: 4.5238
Epoch [   45/   50] | d_loss: 0.1004 | g_loss: 3.1891
Epoch [   45/   50] | d_loss: 0.1263 | g_loss: 1.4970
Epoch [   45/   50] | d_loss: 0.0875 | g_loss: 4.7628
Epoch [   45/   50] | d_loss: 0.7032 | g_loss: 0.7261
Epoch [   45/   50] | d_loss: 0.2124 | g_loss: 2.8984
Epoch [   45/   50] | d_loss: 0.5878 | g_loss: 2.3058
Epoch [   45/   50] | d_loss: 0.0312 | g_loss: 1.5851
Epoch [   45/   50] | d_loss: 0.0859 | g_loss: 3.5960
Epoch [   45/   50] | d_loss: 0.8407 | g_loss: 4.4098
Epoch [   45/   50] | d_loss: 0.9641 | g_loss: 1.4566
Epoch [   45/   50] | d_loss: 0.1470 | g_loss: 5.4907
Epoch [   45/   50] | d_loss: 0.0640 | g_loss: 2.0539
Epoch [   45/   50] | d_loss: 0.4243 | g_loss: 4.9931
Epoch [   45/   50] | d_loss: 0.2876 | g_loss: 2.0468
Epoch [   45/   50] | d_loss: 0.1336 | g_loss: 2.0077
Epoch [   45/   50] | d_loss: 0.4328 | g_loss: 1.8849
Epoch [   45/   50] | d_loss: 0.3373 | g_loss: 2.8528
Epoch [   45/   50] | d_loss: 0.1278 | g_loss: 2.8007
Epoch [   45/   50] | d_loss: 0.0390 | g_loss: 5.7540
Epoch [   45/   50] | d_loss: 0.5265 | g_loss: 3.0811
Epoch [   45/   50] | d_loss: 0.0153 | g_loss: 3.8462
Epoch [   45/   50] | d_loss: 0.0303 | g_loss: 4.1652
Epoch [   45/   50] | d_loss: 0.0321 | g_loss: 3.6520
Epoch [   45/   50] | d_loss: 0.1355 | g_loss: 1.3495
Epoch [   45/   50] | d_loss: 0.0536 | g_loss: 0.4999
Epoch [   45/   50] | d_loss: 0.0491 | g_loss: 2.8637
Epoch [   45/   50] | d_loss: 0.0466 | g_loss: 3.4235
Epoch [   45/   50] | d_loss: 0.3847 | g_loss: 3.1561
Epoch [   45/   50] | d_loss: 0.1088 | g_loss: 2.8547
Epoch [   45/   50] | d_loss: 0.3141 | g_loss: 3.0178
Epoch [   45/   50] | d_loss: 0.3065 | g_loss: 4.1066
Epoch [   45/   50] | d_loss: 0.0358 | g_loss: 4.9416
Epoch [   45/   50] | d_loss: 0.1701 | g_loss: 1.7398
Epoch [   45/   50] | d_loss: 0.1661 | g_loss: 3.7675
Epoch [   45/   50] | d_loss: 0.2556 | g_loss: 4.0749
Epoch [   45/   50] | d_loss: 0.3844 | g_loss: 4.1313
Epoch [   45/   50] | d_loss: 0.3476 | g_loss: 2.8793
Epoch [   45/   50] | d_loss: 0.0228 | g_loss: 3.6575
Epoch [   45/   50] | d_loss: 0.1066 | g_loss: 2.1417
Epoch [   45/   50] | d_loss: 0.0876 | g_loss: 3.5133
Epoch [   45/   50] | d_loss: 0.2439 | g_loss: 2.2041
Epoch [   45/   50] | d_loss: 0.3892 | g_loss: 2.8401
Epoch [   45/   50] | d_loss: 0.0531 | g_loss: 0.5857
Epoch [   45/   50] | d_loss: 0.2509 | g_loss: 4.2613
Epoch [   45/   50] | d_loss: 0.1161 | g_loss: 2.3996
Epoch [   45/   50] | d_loss: 0.3399 | g_loss: 3.8996
Epoch [   45/   50] | d_loss: 0.1363 | g_loss: 1.3274
Epoch [   45/   50] | d_loss: 0.1688 | g_loss: 2.9131
Epoch [   45/   50] | d_loss: 0.3236 | g_loss: 1.9119
Epoch [   45/   50] | d_loss: 0.2280 | g_loss: 6.2408
Epoch [   45/   50] | d_loss: 0.0409 | g_loss: 3.4833
Epoch [   45/   50] | d_loss: 0.1540 | g_loss: 1.5948
Epoch [   45/   50] | d_loss: 0.2456 | g_loss: 4.6775
Epoch [   45/   50] | d_loss: 0.1753 | g_loss: 3.0010
Epoch [   45/   50] | d_loss: 0.0203 | g_loss: 2.8182
Epoch [   45/   50] | d_loss: 0.2555 | g_loss: 4.3756
Epoch [   45/   50] | d_loss: 0.1031 | g_loss: 3.6503
Epoch [   46/   50] | d_loss: 0.0553 | g_loss: 5.3493
Epoch [   46/   50] | d_loss: 0.8673 | g_loss: 2.6175
Epoch [   46/   50] | d_loss: 0.5135 | g_loss: 5.8260
Epoch [   46/   50] | d_loss: 0.1707 | g_loss: 4.1297
Epoch [   46/   50] | d_loss: 1.2708 | g_loss: 3.5332
Epoch [   46/   50] | d_loss: 0.2610 | g_loss: 3.7250
Epoch [   46/   50] | d_loss: 0.2908 | g_loss: 4.1068
Epoch [   46/   50] | d_loss: 0.1466 | g_loss: 1.9296
Epoch [   46/   50] | d_loss: 0.1870 | g_loss: 3.0727
Epoch [   46/   50] | d_loss: 0.1580 | g_loss: 0.7838
Epoch [   46/   50] | d_loss: 0.0580 | g_loss: 5.6813
Epoch [   46/   50] | d_loss: 0.0689 | g_loss: 4.6418
Epoch [   46/   50] | d_loss: 0.8302 | g_loss: 5.1517
Epoch [   46/   50] | d_loss: 0.3691 | g_loss: 3.0360
Epoch [   46/   50] | d_loss: 0.1168 | g_loss: 3.7500
Epoch [   46/   50] | d_loss: 0.4029 | g_loss: 3.4227
Epoch [   46/   50] | d_loss: 0.1759 | g_loss: 2.4228
Epoch [   46/   50] | d_loss: 0.6258 | g_loss: 5.1878
Epoch [   46/   50] | d_loss: 0.1841 | g_loss: 2.6862
Epoch [   46/   50] | d_loss: 0.0338 | g_loss: 4.1622
Epoch [   46/   50] | d_loss: 0.0847 | g_loss: 5.1492
Epoch [   46/   50] | d_loss: 0.2385 | g_loss: 3.1314
Epoch [   46/   50] | d_loss: 0.1569 | g_loss: 3.1837
Epoch [   46/   50] | d_loss: 0.2715 | g_loss: 3.5809
Epoch [   46/   50] | d_loss: 0.3614 | g_loss: 1.9551
Epoch [   46/   50] | d_loss: 0.3915 | g_loss: 3.1970
Epoch [   46/   50] | d_loss: 0.0414 | g_loss: 1.3005
Epoch [   46/   50] | d_loss: 0.5019 | g_loss: 3.2535
Epoch [   46/   50] | d_loss: 0.4393 | g_loss: 2.4016
Epoch [   46/   50] | d_loss: 0.0561 | g_loss: 3.0783
Epoch [   46/   50] | d_loss: 0.1242 | g_loss: 3.7030
Epoch [   46/   50] | d_loss: 0.0905 | g_loss: 5.3187
Epoch [   46/   50] | d_loss: 0.1113 | g_loss: 3.8961
Epoch [   46/   50] | d_loss: 0.1397 | g_loss: 2.1929
Epoch [   46/   50] | d_loss: 0.0866 | g_loss: 2.2097
Epoch [   46/   50] | d_loss: 0.0567 | g_loss: 4.0900
Epoch [   46/   50] | d_loss: 0.2028 | g_loss: 3.6923
Epoch [   46/   50] | d_loss: 0.0918 | g_loss: 2.3314
Epoch [   46/   50] | d_loss: 0.4740 | g_loss: 4.0024
Epoch [   46/   50] | d_loss: 0.7624 | g_loss: 2.2647
Epoch [   46/   50] | d_loss: 0.2902 | g_loss: 3.9497
Epoch [   46/   50] | d_loss: 0.3537 | g_loss: 2.9765
Epoch [   46/   50] | d_loss: 0.0829 | g_loss: 3.1203
Epoch [   46/   50] | d_loss: 0.0160 | g_loss: 4.1695
Epoch [   46/   50] | d_loss: 0.0572 | g_loss: 3.8325
Epoch [   46/   50] | d_loss: 0.3166 | g_loss: 1.2909
Epoch [   46/   50] | d_loss: 0.3740 | g_loss: 4.5797
Epoch [   46/   50] | d_loss: 0.0392 | g_loss: 2.3424
Epoch [   46/   50] | d_loss: 0.2349 | g_loss: 3.4416
Epoch [   46/   50] | d_loss: 0.3667 | g_loss: 2.5556
Epoch [   46/   50] | d_loss: 0.1712 | g_loss: 3.3969
Epoch [   46/   50] | d_loss: 0.0763 | g_loss: 3.0222
Epoch [   46/   50] | d_loss: 0.1234 | g_loss: 2.1774
Epoch [   46/   50] | d_loss: 0.0378 | g_loss: 3.5952
Epoch [   46/   50] | d_loss: 0.2737 | g_loss: 4.0176
Epoch [   46/   50] | d_loss: 0.5454 | g_loss: 2.9367
Epoch [   46/   50] | d_loss: 0.0118 | g_loss: 2.5513
Epoch [   47/   50] | d_loss: 0.1570 | g_loss: 3.4066
Epoch [   47/   50] | d_loss: 0.1583 | g_loss: 3.5723
Epoch [   47/   50] | d_loss: 0.0269 | g_loss: 6.6558
Epoch [   47/   50] | d_loss: 0.0398 | g_loss: 2.5042
Epoch [   47/   50] | d_loss: 0.6457 | g_loss: 6.0071
Epoch [   47/   50] | d_loss: 0.0252 | g_loss: 3.8605
Epoch [   47/   50] | d_loss: 0.0693 | g_loss: 5.2970
Epoch [   47/   50] | d_loss: 0.3290 | g_loss: 5.0009
Epoch [   47/   50] | d_loss: 0.2612 | g_loss: 3.2568
Epoch [   47/   50] | d_loss: 0.4133 | g_loss: 2.0942
Epoch [   47/   50] | d_loss: 0.0261 | g_loss: 1.1513
Epoch [   47/   50] | d_loss: 0.4355 | g_loss: 2.0152
Epoch [   47/   50] | d_loss: 0.0243 | g_loss: 2.7856
Epoch [   47/   50] | d_loss: 0.0728 | g_loss: 6.7232
Epoch [   47/   50] | d_loss: 0.2536 | g_loss: 2.1190
Epoch [   47/   50] | d_loss: 0.6829 | g_loss: 3.7618
Epoch [   47/   50] | d_loss: 0.0520 | g_loss: 0.6911
Epoch [   47/   50] | d_loss: 0.3287 | g_loss: 2.7703
Epoch [   47/   50] | d_loss: 0.0520 | g_loss: 2.2837
Epoch [   47/   50] | d_loss: 0.2131 | g_loss: 4.0397
Epoch [   47/   50] | d_loss: 0.6594 | g_loss: 5.0388
Epoch [   47/   50] | d_loss: 0.4429 | g_loss: 2.6607
Epoch [   47/   50] | d_loss: 0.1093 | g_loss: 3.3379
Epoch [   47/   50] | d_loss: 0.2918 | g_loss: 3.2565
Epoch [   47/   50] | d_loss: 0.0682 | g_loss: 5.3262
Epoch [   47/   50] | d_loss: 0.0245 | g_loss: 2.6439
Epoch [   47/   50] | d_loss: 0.0305 | g_loss: 6.9127
Epoch [   47/   50] | d_loss: 0.0462 | g_loss: 2.4209
Epoch [   47/   50] | d_loss: 0.2689 | g_loss: 3.2279
Epoch [   47/   50] | d_loss: 0.0452 | g_loss: 1.0051
Epoch [   47/   50] | d_loss: 0.1548 | g_loss: 2.3881
Epoch [   47/   50] | d_loss: 0.3379 | g_loss: 0.5526
Epoch [   47/   50] | d_loss: 0.2711 | g_loss: 3.8246
Epoch [   47/   50] | d_loss: 0.0757 | g_loss: 3.3862
Epoch [   47/   50] | d_loss: 0.0545 | g_loss: 3.7692
Epoch [   47/   50] | d_loss: 0.0416 | g_loss: 2.4628
Epoch [   47/   50] | d_loss: 0.0147 | g_loss: 2.2715
Epoch [   47/   50] | d_loss: 0.2443 | g_loss: 3.4113
Epoch [   47/   50] | d_loss: 0.1835 | g_loss: 2.7775
Epoch [   47/   50] | d_loss: 0.9974 | g_loss: 2.9963
Epoch [   47/   50] | d_loss: 0.3783 | g_loss: 2.5404
Epoch [   47/   50] | d_loss: 0.0465 | g_loss: 1.7668
Epoch [   47/   50] | d_loss: 0.5172 | g_loss: 2.1416
Epoch [   47/   50] | d_loss: 0.6728 | g_loss: 2.9515
Epoch [   47/   50] | d_loss: 0.1125 | g_loss: 3.2443
Epoch [   47/   50] | d_loss: 0.3580 | g_loss: 4.3698
Epoch [   47/   50] | d_loss: 0.0207 | g_loss: 3.7328
Epoch [   47/   50] | d_loss: 0.2950 | g_loss: 1.7448
Epoch [   47/   50] | d_loss: 0.1322 | g_loss: 2.2289
Epoch [   47/   50] | d_loss: 0.3644 | g_loss: 2.3612
Epoch [   47/   50] | d_loss: 0.0810 | g_loss: 2.9613
Epoch [   47/   50] | d_loss: 0.0873 | g_loss: 3.5075
Epoch [   47/   50] | d_loss: 0.2910 | g_loss: 7.0799
Epoch [   47/   50] | d_loss: 0.0856 | g_loss: 1.6092
Epoch [   47/   50] | d_loss: 0.7150 | g_loss: 3.4159
Epoch [   47/   50] | d_loss: 0.1222 | g_loss: 3.1745
Epoch [   47/   50] | d_loss: 0.4083 | g_loss: 4.6000
Epoch [   48/   50] | d_loss: 0.6920 | g_loss: 1.6487
Epoch [   48/   50] | d_loss: 0.1439 | g_loss: 3.7606
Epoch [   48/   50] | d_loss: 0.0318 | g_loss: 2.5315
Epoch [   48/   50] | d_loss: 0.0478 | g_loss: 1.0464
Epoch [   48/   50] | d_loss: 0.0941 | g_loss: 5.3869
Epoch [   48/   50] | d_loss: 0.0262 | g_loss: 3.3434
Epoch [   48/   50] | d_loss: 0.3164 | g_loss: 2.0168
Epoch [   48/   50] | d_loss: 0.0389 | g_loss: 2.9503
Epoch [   48/   50] | d_loss: 1.0426 | g_loss: 2.4497
Epoch [   48/   50] | d_loss: 0.2614 | g_loss: 1.9470
Epoch [   48/   50] | d_loss: 1.0124 | g_loss: 3.0057
Epoch [   48/   50] | d_loss: 0.9373 | g_loss: 4.1191
Epoch [   48/   50] | d_loss: 0.3315 | g_loss: 4.2549
Epoch [   48/   50] | d_loss: 0.3164 | g_loss: 5.6922
Epoch [   48/   50] | d_loss: 0.0704 | g_loss: 3.8415
Epoch [   48/   50] | d_loss: 0.3118 | g_loss: 2.2517
Epoch [   48/   50] | d_loss: 0.4054 | g_loss: 2.1828
Epoch [   48/   50] | d_loss: 0.5779 | g_loss: 2.4292
Epoch [   48/   50] | d_loss: 0.2890 | g_loss: 2.9300
Epoch [   48/   50] | d_loss: 0.6816 | g_loss: 3.2917
Epoch [   48/   50] | d_loss: 0.2177 | g_loss: 2.9119
Epoch [   48/   50] | d_loss: 0.0785 | g_loss: 1.9769
Epoch [   48/   50] | d_loss: 0.5436 | g_loss: 3.2814
Epoch [   48/   50] | d_loss: 0.8379 | g_loss: 4.0864
Epoch [   48/   50] | d_loss: 0.1209 | g_loss: 5.0825
Epoch [   48/   50] | d_loss: 0.3724 | g_loss: 5.5071
Epoch [   48/   50] | d_loss: 1.0763 | g_loss: 1.5725
Epoch [   48/   50] | d_loss: 0.1551 | g_loss: 2.2690
Epoch [   48/   50] | d_loss: 0.2791 | g_loss: 4.3664
Epoch [   48/   50] | d_loss: 0.7724 | g_loss: 2.2189
Epoch [   48/   50] | d_loss: 0.2018 | g_loss: 2.3712
Epoch [   48/   50] | d_loss: 0.2338 | g_loss: 4.3972
Epoch [   48/   50] | d_loss: 0.0096 | g_loss: 2.0154
Epoch [   48/   50] | d_loss: 0.2338 | g_loss: 1.5483
Epoch [   48/   50] | d_loss: 0.0446 | g_loss: 3.1747
Epoch [   48/   50] | d_loss: 0.0565 | g_loss: 2.5175
Epoch [   48/   50] | d_loss: 0.4153 | g_loss: 2.7448
Epoch [   48/   50] | d_loss: 0.1926 | g_loss: 0.3824
Epoch [   48/   50] | d_loss: 0.3477 | g_loss: 3.1354
Epoch [   48/   50] | d_loss: 0.2275 | g_loss: 2.3747
Epoch [   48/   50] | d_loss: 0.0359 | g_loss: 3.8821
Epoch [   48/   50] | d_loss: 0.3515 | g_loss: 1.5249
Epoch [   48/   50] | d_loss: 0.1407 | g_loss: 3.0706
Epoch [   48/   50] | d_loss: 1.1320 | g_loss: 3.8434
Epoch [   48/   50] | d_loss: 0.3938 | g_loss: 2.4584
Epoch [   48/   50] | d_loss: 0.1145 | g_loss: 2.8170
Epoch [   48/   50] | d_loss: 0.2872 | g_loss: 2.6935
Epoch [   48/   50] | d_loss: 0.0853 | g_loss: 4.4324
Epoch [   48/   50] | d_loss: 0.3422 | g_loss: 3.0658
Epoch [   48/   50] | d_loss: 0.1731 | g_loss: 3.5769
Epoch [   48/   50] | d_loss: 0.1388 | g_loss: 2.3786
Epoch [   48/   50] | d_loss: 0.0520 | g_loss: 2.9510
Epoch [   48/   50] | d_loss: 0.2082 | g_loss: 2.7244
Epoch [   48/   50] | d_loss: 0.0791 | g_loss: 2.2832
Epoch [   48/   50] | d_loss: 0.4119 | g_loss: 1.8873
Epoch [   48/   50] | d_loss: 0.3247 | g_loss: 1.8042
Epoch [   48/   50] | d_loss: 0.4219 | g_loss: 2.9711
Epoch [   49/   50] | d_loss: 0.0287 | g_loss: 5.6261
Epoch [   49/   50] | d_loss: 0.0933 | g_loss: 0.7674
Epoch [   49/   50] | d_loss: 1.2855 | g_loss: 3.4414
Epoch [   49/   50] | d_loss: 0.2531 | g_loss: 2.8613
Epoch [   49/   50] | d_loss: 0.3994 | g_loss: 5.0851
Epoch [   49/   50] | d_loss: 0.3677 | g_loss: 4.1115
Epoch [   49/   50] | d_loss: 0.0504 | g_loss: 4.9209
Epoch [   49/   50] | d_loss: 0.0552 | g_loss: 0.4526
Epoch [   49/   50] | d_loss: 0.1620 | g_loss: 3.5047
Epoch [   49/   50] | d_loss: 0.1890 | g_loss: 4.9147
Epoch [   49/   50] | d_loss: 0.0656 | g_loss: 2.9202
Epoch [   49/   50] | d_loss: 0.0863 | g_loss: 4.2638
Epoch [   49/   50] | d_loss: 0.0664 | g_loss: 2.5939
Epoch [   49/   50] | d_loss: 0.1453 | g_loss: 2.6123
Epoch [   49/   50] | d_loss: 0.0358 | g_loss: 3.9645
Epoch [   49/   50] | d_loss: 0.1299 | g_loss: 3.7218
Epoch [   49/   50] | d_loss: 0.0144 | g_loss: 4.7522
Epoch [   49/   50] | d_loss: 0.4993 | g_loss: 0.9769
Epoch [   49/   50] | d_loss: 0.1294 | g_loss: 2.2873
Epoch [   49/   50] | d_loss: 0.0307 | g_loss: 4.7027
Epoch [   49/   50] | d_loss: 0.2227 | g_loss: 3.8706
Epoch [   49/   50] | d_loss: 0.1188 | g_loss: 3.6895
Epoch [   49/   50] | d_loss: 0.2582 | g_loss: 1.4062
Epoch [   49/   50] | d_loss: 0.1535 | g_loss: 4.3870
Epoch [   49/   50] | d_loss: 0.2191 | g_loss: 3.2343
Epoch [   49/   50] | d_loss: 0.4002 | g_loss: 4.1813
Epoch [   49/   50] | d_loss: 0.1368 | g_loss: 1.3824
Epoch [   49/   50] | d_loss: 0.0831 | g_loss: 3.7894
Epoch [   49/   50] | d_loss: 0.3238 | g_loss: 3.4093
Epoch [   49/   50] | d_loss: 0.4095 | g_loss: 1.2144
Epoch [   49/   50] | d_loss: 0.2448 | g_loss: 1.8477
Epoch [   49/   50] | d_loss: 0.2182 | g_loss: 4.5497
Epoch [   49/   50] | d_loss: 0.1914 | g_loss: 3.9872
Epoch [   49/   50] | d_loss: 0.1737 | g_loss: 3.0369
Epoch [   49/   50] | d_loss: 0.2066 | g_loss: 5.6374
Epoch [   49/   50] | d_loss: 0.3229 | g_loss: 1.9576
Epoch [   49/   50] | d_loss: 0.1201 | g_loss: 2.6824
Epoch [   49/   50] | d_loss: 0.1001 | g_loss: 1.2601
Epoch [   49/   50] | d_loss: 0.0439 | g_loss: 1.8482
Epoch [   49/   50] | d_loss: 0.2404 | g_loss: 4.6876
Epoch [   49/   50] | d_loss: 0.0402 | g_loss: 2.9380
Epoch [   49/   50] | d_loss: 0.3570 | g_loss: 2.4558
Epoch [   49/   50] | d_loss: 0.0937 | g_loss: 3.4907
Epoch [   49/   50] | d_loss: 0.1508 | g_loss: 3.5089
Epoch [   49/   50] | d_loss: 0.0764 | g_loss: 3.5904
Epoch [   49/   50] | d_loss: 0.1982 | g_loss: 3.1632
Epoch [   49/   50] | d_loss: 0.1928 | g_loss: 3.3877
Epoch [   49/   50] | d_loss: 0.0852 | g_loss: 5.1767
Epoch [   49/   50] | d_loss: 0.1754 | g_loss: 2.9204
Epoch [   49/   50] | d_loss: 0.1402 | g_loss: 2.9881
Epoch [   49/   50] | d_loss: 0.1794 | g_loss: 2.0250
Epoch [   49/   50] | d_loss: 0.2893 | g_loss: 3.2349
Epoch [   49/   50] | d_loss: 0.1484 | g_loss: 3.5347
Epoch [   49/   50] | d_loss: 0.1425 | g_loss: 3.8470
Epoch [   49/   50] | d_loss: 0.1741 | g_loss: 2.4525
Epoch [   49/   50] | d_loss: 0.1812 | g_loss: 1.3054
Epoch [   49/   50] | d_loss: 0.0307 | g_loss: 4.8314
Epoch [   50/   50] | d_loss: 0.0504 | g_loss: 3.4483
Epoch [   50/   50] | d_loss: 0.3652 | g_loss: 2.3304
Epoch [   50/   50] | d_loss: 0.0612 | g_loss: 2.7529
Epoch [   50/   50] | d_loss: 0.0366 | g_loss: 2.1596
Epoch [   50/   50] | d_loss: 0.3612 | g_loss: 2.1141
Epoch [   50/   50] | d_loss: 0.1040 | g_loss: 2.5075
Epoch [   50/   50] | d_loss: 0.2085 | g_loss: 5.6526
Epoch [   50/   50] | d_loss: 0.1154 | g_loss: 2.9651
Epoch [   50/   50] | d_loss: 0.0294 | g_loss: 2.4017
Epoch [   50/   50] | d_loss: 0.3490 | g_loss: 1.6821
Epoch [   50/   50] | d_loss: 0.2326 | g_loss: 1.0277
Epoch [   50/   50] | d_loss: 0.0687 | g_loss: 2.3438
Epoch [   50/   50] | d_loss: 0.1569 | g_loss: 2.4292
Epoch [   50/   50] | d_loss: 0.1711 | g_loss: 3.3965
Epoch [   50/   50] | d_loss: 0.0057 | g_loss: 2.7855
Epoch [   50/   50] | d_loss: 0.0759 | g_loss: 3.7286
Epoch [   50/   50] | d_loss: 0.1154 | g_loss: 2.9312
Epoch [   50/   50] | d_loss: 0.0432 | g_loss: 3.9388
Epoch [   50/   50] | d_loss: 0.1046 | g_loss: 4.0118
Epoch [   50/   50] | d_loss: 0.3962 | g_loss: 4.6800
Epoch [   50/   50] | d_loss: 0.4250 | g_loss: 4.8517
Epoch [   50/   50] | d_loss: 0.1385 | g_loss: 4.1051
Epoch [   50/   50] | d_loss: 0.1709 | g_loss: 3.6054
Epoch [   50/   50] | d_loss: 0.1839 | g_loss: 4.8398
Epoch [   50/   50] | d_loss: 0.0604 | g_loss: 4.5500
Epoch [   50/   50] | d_loss: 0.2326 | g_loss: 2.3540
Epoch [   50/   50] | d_loss: 0.1541 | g_loss: 2.6949
Epoch [   50/   50] | d_loss: 0.0535 | g_loss: 2.4977
Epoch [   50/   50] | d_loss: 0.7277 | g_loss: 5.5953
Epoch [   50/   50] | d_loss: 0.0886 | g_loss: 2.1007
Epoch [   50/   50] | d_loss: 0.3686 | g_loss: 2.4988
Epoch [   50/   50] | d_loss: 0.3666 | g_loss: 3.2141
Epoch [   50/   50] | d_loss: 0.0902 | g_loss: 2.5658
Epoch [   50/   50] | d_loss: 0.0666 | g_loss: 0.9964
Epoch [   50/   50] | d_loss: 0.0422 | g_loss: 2.6151
Epoch [   50/   50] | d_loss: 1.1724 | g_loss: 1.3044
Epoch [   50/   50] | d_loss: 0.1085 | g_loss: 2.8747
Epoch [   50/   50] | d_loss: 0.3429 | g_loss: 4.1117
Epoch [   50/   50] | d_loss: 0.0596 | g_loss: 3.2882
Epoch [   50/   50] | d_loss: 0.1798 | g_loss: 1.9409
Epoch [   50/   50] | d_loss: 0.2720 | g_loss: 2.5711
Epoch [   50/   50] | d_loss: 0.0657 | g_loss: 6.2162
Epoch [   50/   50] | d_loss: 0.1056 | g_loss: 4.4142
Epoch [   50/   50] | d_loss: 0.1679 | g_loss: 1.5812
Epoch [   50/   50] | d_loss: 0.1325 | g_loss: 2.1115
Epoch [   50/   50] | d_loss: 0.0908 | g_loss: 3.0239
Epoch [   50/   50] | d_loss: 0.1677 | g_loss: 4.1227
Epoch [   50/   50] | d_loss: 0.3179 | g_loss: 2.1089
Epoch [   50/   50] | d_loss: 0.9055 | g_loss: 1.3840
Epoch [   50/   50] | d_loss: 0.0367 | g_loss: 2.9377
Epoch [   50/   50] | d_loss: 0.3889 | g_loss: 6.8923
Epoch [   50/   50] | d_loss: 0.0845 | g_loss: 1.2539
Epoch [   50/   50] | d_loss: 0.0491 | g_loss: 3.0732
Epoch [   50/   50] | d_loss: 0.3470 | g_loss: 5.8792
Epoch [   50/   50] | d_loss: 0.2147 | g_loss: 3.5867
Epoch [   50/   50] | d_loss: 0.1789 | g_loss: 2.3028
Epoch [   50/   50] | d_loss: 0.5422 | g_loss: 1.2724

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f65700b8690>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

From the sample images, we can see that the white face is generating better as we can see the outline of face such as eye, nose, mouth. However, it is lossing detail in hair and darker face. For the dataset, it must increase non-white face image for learning non-white face feature. For dcgan I have used in thie project and model size is enough to learn the face feature from the dataser as some face image is generated mostly same as dataset. I have use adam for optimization strategy which is the best for GAN and learning rate will be decrease after centain number of epochs. And it make the loss become stable.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.